{"id":17204,"date":"2026-10-29T09:08:55","date_gmt":"2026-10-29T00:08:55","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/used-kitchen-equipment-price-search\/"},"modified":"2026-10-29T09:08:55","modified_gmt":"2026-10-29T00:08:55","slug":"used-kitchen-equipment-price-search","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/used-kitchen-equipment-price-search\/","title":{"rendered":"\u4e2d\u53e4\u53a8\u623f\u6a5f\u5668\u306e\u8cb7\u53d6\u5e97\u304c\u3001\u904e\u53bb\u306e\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332\u304b\u3089\u578b\u5f0f\u30fb\u5e74\u5f0f\u30fb\u72b6\u614b\u306e\u8fd1\u3044\u6a5f\u5668\u3092 OpenSearch \u3067\u63a2\u3057\u3001\u8cb7\u53d6\u306e\u898b\u7a4d\u306e\u6839\u62e0\u3092\u4e26\u3079\u308b"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u98f2\u98df\u5e97\u304b\u3089\u5c4a\u304f\u4e2d\u53e4\u306e\u53a8\u623f\u6a5f\u5668\u306e\u8cb7\u53d6\u306e\u76f8\u8ac7\u3092\u3001\u578b\u5f0f\u30fb\u88fd\u9020\u5e74\u30fb\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u30fb\u72b6\u614b\u306b\u8aad\u307f\u66ff\u3048\u3001\u904e\u53bb\u306e\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332\u304b\u3089\u8fd1\u3044\u6a5f\u5668\u3092\u63a2\u3057\u307e\u3059\u3002\u8fd1\u3044\u6a5f\u5668\u306e\u8cb7\u53d6\u984d\u30fb\u8ca9\u58f2\u984d\u30fb\u58f2\u308c\u308b\u307e\u3067\u306e\u65e5\u6570\u3092\u3001\u8a18\u9332\u306e\u756a\u53f7\u4ed8\u304d\u3067\u4e26\u3079\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-2171","platform_main":"OpenSearch","publish_date":"","last_updated":"2026-10-29","tech_verified_date":"2026-10-28","trigger":"**\u8d77\u70b9\u306f2\u3064\u3042\u308a\u307e\u3059\u3002\u6bce\u6669\u306e\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332\u306e\u53d6\u308a\u8fbc\u307f\u3068\u3001\u53d7\u4ed8\u306e\u62c5\u5f53\u306e\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u3067\u3059\u3002**\n\n\u53d6\u308a\u8fbc\u307f\u306f\u3001\u524d\u306e\u65e5\u307e\u3067\u306e\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332\u3092\u66f8\u304d\u51fa\u3057\u3001\u7d22\u5f15\u306b\u52a0\u3048\u307e\u3059\u3002**\u540c\u3058\u6a5f\u5668\u306e\u8cb7\u53d6\u306e\u8a18\u9332\u3068\u8ca9\u58f2\u306e\u8a18\u9332\u306f\u3001\u7ba1\u7406\u756a\u53f7\u3067\u3064\u306a\u3044\u30671\u3064\u306e\u6587\u66f8\u306b\u3057\u307e\u3059\u3002** \u8cb7\u53d6\u306e\u6642\u70b9\u3067\u306f\u8ca9\u58f2\u984d\u3068\u58f2\u308c\u308b\u307e\u3067\u306e\u65e5\u6570\u304c\u7a7a\u3067\u3001\u58f2\u308c\u305f\u65e5\u306b\u540c\u3058\u6587\u66f8\u3092\u4e0a\u66f8\u304d\u3057\u307e\u3059\u3002\n\n\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u306f\u3001\u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u76f8\u8ac7\u3068\u9298\u677f\u306e\u578b\u5f0f\u3092\u8cbc\u3063\u305f\u5f8c\u306b\u62bc\u3057\u307e\u3059\u3002**\u9589\u5e97\u306e\u76f8\u8ac7\u30671\u5e97\u304b\u3089\u4f55\u70b9\u3082\u6765\u308b\u3068\u304d\u306f\u3001\u307e\u3068\u3081\u3066\u8cbc\u308b\u3068\u6a5f\u5668\u3054\u3068\u306b\u5206\u3051\u3066\u5f15\u304d\u307e\u3059\u3002** \u54c1\u76ee\u306e\u533a\u5206\u306e\u8868\u3068\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u306e\u8a00\u3044\u63db\u3048\u306e\u8868\u306f\u3001\u8cb7\u53d6\u306e\u62c5\u5f53\u304c\u6708\u306b1\u56de\u898b\u76f4\u3057\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u8cb7\u53d6\u306e\u76f8\u8ac7 | \u30d5\u30a9\u30fc\u30e0\u306e\u672c\u6587\u3001\u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u9298\u677f\u304b\u3089\u8aad\u3093\u3060\u578b\u5f0f\u3068\u88fd\u9020\u5e74\u3001\u72b6\u614b\u306e\u30e1\u30e2 | \u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u8cbc\u308b |\n| \u8cb7\u53d6\u306e\u8a18\u9332 | \u7ba1\u7406\u756a\u53f7\u3001\u54c1\u76ee\u3001\u30e1\u30fc\u30ab\u30fc\u3001\u578b\u5f0f\u3001\u88fd\u9020\u5e74\u3001\u72b6\u614b\u306e\u30e9\u30f3\u30af\u3001\u8cb7\u53d6\u984d\u3001\u8cb7\u53d6\u306e\u65e5 | \u8ca9\u58f2\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f |\n| \u8ca9\u58f2\u306e\u8a18\u9332 | \u8ca9\u58f2\u984d\u3001\u8ca9\u58f2\u306e\u65e5\u3001\u8ca9\u58f2\u306e\u7d4c\u8def\uff08\u5e97\u982d\u30fb\u901a\u8ca9\uff09\u3001\u4fdd\u8a3c\u306e\u4fee\u7406\u306e\u6709\u7121 | \u8ca9\u58f2\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f |\n| \u6a5f\u5668\u306e\u533a\u5206 | \u30ac\u30b9\u306e\u7a2e\u985e\uff08\u90fd\u5e02\u30ac\u30b9\u30fb\u30d7\u30ed\u30d1\u30f3\u30ac\u30b9\uff09\u3001\u96fb\u6e90\uff08\u5358\u76f8100V\u30fb\u5358\u76f8200V\u30fb\u4e09\u76f8200V\uff09\u3001\u6249\u306e\u6570\u30fb\u5bb9\u91cf\u306a\u3069\u306e\u30e1\u30e2 | \u8cb7\u53d6\u306e\u8a18\u9332\u306e\u30e1\u30e2 |\n| \u8a00\u3044\u63db\u3048\u306e\u8868 | \u300c13A\u300d\u2192\u90fd\u5e02\u30ac\u30b9\u3001\u300cLP\u300d\u2192\u30d7\u30ed\u30d1\u30f3\u30ac\u30b9\u3001\u300c3\u76f8\u300d\u2192\u4e09\u76f8200V \u306a\u3069\u306e\u8868 | \u8cb7\u53d6\u306e\u62c5\u5f53\u3067\u4f5c\u308b\u8868 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u30ac\u30b9\u306e\u7a2e\u985e\u3068\u96fb\u6e90\u306e\u533a\u5206\u3067\u3059\u3002** \u8a18\u9332\u306e\u30e1\u30e2\u306b\u300cLP\u300d\u300c\u30d7\u30ed\u30d1\u30f3\u300d\u300cLPG\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u3001\u8a00\u3044\u63db\u3048\u306e\u8868\u3067\u305d\u308d\u3048\u307e\u3059\u3002**\u30e1\u30e2\u306b\u7121\u3044\u6a5f\u5668\u306f\u3001\u533a\u5206\u3092\u7a7a\u306e\u307e\u307e\u6b8b\u3057\u307e\u3059\u3002** \u7a7a\u3092\u90fd\u5e02\u30ac\u30b9\u3068\u898b\u306a\u3059\u3068\u3001\u7b2c3\u7ae0\u306e\uff08c\uff09\u304c\u305d\u306e\u307e\u307e\u8d77\u304d\u307e\u3059\u3002\n\n**\u58f2\u308a\u624b\u306e\u540d\u524d\u3068\u4f4f\u6240\u306f\u3001\u7d22\u5f15\u306b\u3082\u751f\u6210AI\u306b\u3082\u6e21\u3057\u307e\u305b\u3093\u3002** \u76f8\u8ac7\u306e\u30d5\u30a9\u30fc\u30e0\u306b\u5e97\u306e\u540d\u524d\u3084\u62c5\u5f53\u8005\u306e\u540d\u524d\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u3001\u8cbc\u308b\u524d\u306e\u753b\u9762\u3067\u4f0f\u305b\u307e\u3059\u3002","data_source":"| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u3069\u3046\u53d6\u308b\u304b |\n|:--|:--|:--|\n| \u54c1\u76ee\u3068\u30e1\u30fc\u30ab\u30fc\u304c\u540c\u3058\u8a18\u9332 | \u8a18\u9332\u306e\u7d22\u5f15 | `filter` \u306e `term`\uff08`category`\u30fb`maker`\uff09 |\n| \u7cfb\u7d71\u304c\u540c\u3058\u8a18\u9332 | \u8a18\u9332\u306e\u7d22\u5f15 | `filter` \u306e `prefix`\uff08`model_norm`\uff09 |\n| \u578b\u5f0f\u304c\u5b8c\u5168\u306b\u540c\u3058\u8a18\u9332 | \u8a18\u9332\u306e\u7d22\u5f15 | `should` \u306e `term`\uff08`model_norm`\u3002\u70b9\u6570\u3092\u4e0a\u3052\u308b\uff09 |\n| \u5e74\u5f0f\u3068\u8ca9\u58f2\u306e\u6642\u671f\u306e\u8fd1\u3055 | \u8a18\u9332\u306e\u7d22\u5f15 | `function_score` \u306e `gauss`\uff08`made_year`\u30fb`sold_on`\uff09 |\n| \u9055\u3046\u9805\u76ee\u306e\u6750\u6599 | \u8a18\u9332\u306e\u7d22\u5f15 | `_source` \u306e `model_norm`\u30fb`gas`\u30fb`power`\u30fb`grade` |\n\n**\u578b\u5f0f\u306f `normalizer` \u3092\u4ed8\u3051\u305f `keyword` \u3067\u6301\u3061\u307e\u3059\u3002** OpenSearch \u306e\u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001normalizer \u306f analyzer \u306b\u4f3c\u3066\u3044\u307e\u3059\u304c**1\u3064\u306e\u30c8\u30fc\u30af\u30f3\u3060\u3051\u3092\u51fa\u3057**\u3001\u6587\u5b57\u5358\u4f4d\u306e\u64cd\u4f5c\u3092\u3059\u308b\u6587\u5b57\u30d5\u30a3\u30eb\u30bf\u30fc\u3068\u30c8\u30fc\u30af\u30f3\u30d5\u30a3\u30eb\u30bf\u30fc\u3060\u3051\u3092\u6301\u3066\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4f7f\u3048\u308b\u3082\u306e\u3068\u3057\u3066\u3001\u6587\u5b57\u30d5\u30a3\u30eb\u30bf\u30fc\u306e `pattern_replace`\u30fb`mapping`\u3001\u30c8\u30fc\u30af\u30f3\u30d5\u30a3\u30eb\u30bf\u30fc\u306e `cjk_width`\u30fb`uppercase`\u30fb`trim` \u306a\u3069\u304c\u6319\u3052\u3089\u308c\u3066\u3044\u307e\u3059\u3002**`cjk_width` \u3067\u5168\u89d2\u3092\u534a\u89d2\u306b\u3001`pattern_replace` \u3067\u30cf\u30a4\u30d5\u30f3\u3068\u7a7a\u767d\u3092\u6d88\u3057\u3001`uppercase` \u3067\u5927\u6587\u5b57\u306b\u305d\u308d\u3048\u307e\u3059\u3002**\n\n**\u7cfb\u7d71\u306e\u691c\u7d22\u306f `prefix` \u3067\u884c\u3044\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`prefix` \u306f\u9805\u76ee\u306e\u8a9e\u304c\u6307\u5b9a\u3057\u305f\u5148\u982d\u306e\u6587\u5b57\u5217\u3067\u59cb\u307e\u308b\u6587\u66f8\u3092\u63a2\u3059\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u540c\u6642\u306b\u3001`search.allow_expensive_queries` \u304c `false` \u3060\u3068 `prefix` \u306f\u5b9f\u884c\u3055\u308c\u305a\u3001`index_prefixes` \u3092\u6709\u52b9\u306b\u3057\u3066\u3044\u308c\u3070\u305d\u306e\u8a2d\u5b9a\u306b\u304b\u304b\u308f\u3089\u305a\u6700\u9069\u5316\u3057\u305f\u691c\u7d22\u304c\u7d44\u307e\u308c\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u30c9\u30e1\u30a4\u30f3\u306e\u8a2d\u5b9a\u3092\u78ba\u304b\u3081\u3001\u5fc5\u8981\u306a\u3089\u7cfb\u7d71\u3092\u5225\u306e `keyword` \u306e\u9805\u76ee\uff08`family`\uff09\u3068\u3057\u3066\u53d6\u308a\u8fbc\u307f\u6642\u306b\u5207\u308a\u51fa\u3057\u3066\u6301\u3061\u3001`term` \u3067\u5f15\u304d\u307e\u3059\u3002** \u672c\u8a18\u4e8b\u306f\u3053\u3061\u3089\u3092\u65e2\u5b9a\u306b\u3057\u3001`prefix` \u306f\u7cfb\u7d71\u306e\u8868\u306b\u7121\u3044\u578b\u5f0f\u306e\u3068\u304d\u306e\u88dc\u52a9\u306b\u3057\u307e\u3059\u3002\n\n**\u691c\u7d22\u306e\u5024\u3082\u3001Lambda \u3067\u7d22\u5f15\u3068\u540c\u3058\u5f62\u306b\u305d\u308d\u3048\u3066\u304b\u3089\u6e21\u3057\u307e\u3059\u3002** `prefix` \u306b\u6e21\u3057\u305f\u6587\u5b57\u5217\u306b\u3069\u3053\u307e\u3067 normalizer \u304c\u304b\u304b\u308b\u304b\u306b\u983c\u3089\u305a\u3001**\u7d22\u5f15\u306e\u5024\u3068\u691c\u7d22\u306e\u5024\u3092\u540c\u3058\u95a2\u6570\u3067\u4f5c\u308a\u307e\u3059\u3002**\n\n```json\nGET \/kitchen_records\/_search\n{\n  \"size\": 10,\n  \"_source\": [\"record_no\", \"model_norm\", \"made_year\", \"gas\", \"power\", \"grade\",\n              \"buy_price\", \"sell_price\", \"days_to_sell\", \"sold_on\"],\n  \"query\": { \"function_score\": {\n    \"query\": { \"bool\": {\n      \"filter\": [\n        { \"term\": { \"category\": \"refrigerator\" } },\n        { \"term\": { \"maker\": \"MAKER_A\" } },\n        { \"term\": { \"family\": \"HR120\" } },\n        { \"exists\": { \"field\": \"made_year\" } } ],\n      \"should\": [\n        { \"term\": { \"model_norm\": { \"value\": \"HR120AT\", \"boost\": 3 } } },\n        { \"term\": { \"power\": \"single_100v\" } } ] } },\n    \"functions\": [\n      { \"gauss\": { \"made_year\": { \"origin\": 2019, \"offset\": 1, \"scale\": 3 } } },\n      { \"gauss\": { \"sold_on\": { \"origin\": \"now\", \"offset\": \"90d\", \"scale\": \"540d\" } } } ],\n    \"score_mode\": \"multiply\" } }\n}\n```\n\n**`made_year` \u3092 `exists` \u3067\u7d5e\u308b\u306e\u306f\u3001\u6e1b\u8870\u95a2\u6570\u306e\u6c7a\u307e\u308a\u306e\u305f\u3081\u3067\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u6e1b\u8870\u95a2\u6570\u306f**\u9805\u76ee\u306e\u7121\u3044\u6587\u66f8\u306b1\u70b9\u3092\u8fd4\u3059**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u88fd\u9020\u5e74\u306e\u5206\u304b\u3089\u306a\u3044\u8a18\u9332\u306f\u3001\u4f55\u3082\u3057\u306a\u3044\u3068\u5e74\u5f0f\u304c\u5b8c\u5168\u306b\u4e00\u81f4\u3057\u305f\u8a18\u9332\u3068\u540c\u3058\u70b9\u6570\u306b\u306a\u308a\u307e\u3059\u3002**\u88fd\u9020\u5e74\u304c\u7a7a\u306e\u8a18\u9332\u306f\u3001\u5225\u306e\u691c\u7d22\u3067\u4ef6\u6570\u3060\u3051\u3092\u6570\u3048\u3066\u300c\u5e74\u5f0f\u4e0d\u660e\u300d\u3068\u3057\u3066\u51fa\u3057\u307e\u3059\u3002** \u8ca9\u58f2\u306e\u65e5\u304c\u7a7a\u306e\u8a18\u9332\uff08\u58f2\u308c\u3066\u3044\u306a\u3044\u6a5f\u5668\uff09\u3082\u540c\u3058\u7406\u7531\u3067\u3001\u4e26\u3079\u66ff\u3048\u306e\u70b9\u6570\u3092\u5f53\u3066\u306b\u305b\u305a\u3001\u300c\u58f2\u308c\u3066\u3044\u306a\u3044\u300d\u3068\u753b\u9762\u306b\u51fa\u3057\u307e\u3059\u3002","preprocessing":"1. **\u578b\u5f0f\u3092\u305d\u308d\u3048\u308b** \u2026 \u5168\u89d2\u3092\u534a\u89d2\u306b\u3001\u30cf\u30a4\u30d5\u30f3\u30fb\u7a7a\u767d\u30fb\u30b9\u30e9\u30c3\u30b7\u30e5\u3092\u6d88\u3057\u3001\u5927\u6587\u5b57\u306b\u3057\u307e\u3059\uff08\u7d22\u5f15\u306e normalizer \u3068\u540c\u3058\u898f\u5247\u3092 Lambda \u306b\u3082\u6301\u305f\u305b\u307e\u3059\uff09\n2. **\u7cfb\u7d71\u3092\u5207\u308a\u51fa\u3059** \u2026 \u30e1\u30fc\u30ab\u30fc\u3054\u3068\u306e\u7cfb\u7d71\u306e\u898f\u5247\uff08\u578b\u5f0f\u306e\u5148\u982d\u306e\u82f1\u5b57\u3068\u5bb9\u91cf\u306e\u6570\u5b57\u307e\u3067\u3001\u306a\u3069\uff09\u3067 `family` \u3092\u4f5c\u308a\u307e\u3059\u3002\u898f\u5247\u306b\u5f53\u305f\u3089\u306a\u3044\u578b\u5f0f\u306f\u7a7a\u306e\u307e\u307e\u6b8b\u3057\u307e\u3059\n3. **\u30ac\u30b9\u306e\u7a2e\u985e\u3068\u96fb\u6e90\u3092\u533a\u5206\u306b\u3059\u308b** \u2026 \u8a00\u3044\u63db\u3048\u306e\u8868\u3067 `city_gas`\u30fb`lp_gas`\u3001`single_100v`\u30fb`single_200v`\u30fb`three_200v` \u306b\u3057\u307e\u3059\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `unknown` \u306b\u3057\u307e\u3059\n4. **\u88fd\u9020\u5e74\u3092\u6574\u6570\u306b\u3059\u308b** \u2026 \u300c2019\u5e74\u88fd\u300d\u300c19\u5e74\u300d\u300c\u4ee4\u548c\u5143\u5e74\u300d\u3092 2019 \u306b\u3057\u307e\u3059\n5. **\u58f2\u308c\u308b\u307e\u3067\u306e\u65e5\u6570\u3092\u8a08\u7b97\u3059\u308b** \u2026 \u8cb7\u53d6\u306e\u65e5\u304b\u3089\u8ca9\u58f2\u306e\u65e5\u307e\u3067\u306e\u65e5\u6570\u3092 `days_to_sell` \u306b\u6301\u3061\u307e\u3059\n6. **\u72b6\u614b\u306e\u30e9\u30f3\u30af\u3092\u305d\u308d\u3048\u308b** \u2026 \u62c5\u5f53\u3054\u3068\u306e\u66f8\u304d\u65b9\uff08\u300cA\u300d\u300c\u7f8e\u54c1\u300d\u300c\u4e0a\u300d\uff09\u3092\u3001\u8cb7\u53d6\u306e\u62c5\u5f53\u3067\u6c7a\u3081\u305f4\u6bb5\u968e\u306b\u305d\u308d\u3048\u307e\u3059\n\n**2\u756a\u76ee\u306e\u7cfb\u7d71\u306e\u898f\u5247\u306f\u3001\u30e1\u30fc\u30ab\u30fc\u3054\u3068\u306b\u8cb7\u53d6\u306e\u62c5\u5f53\u3068\u4f5c\u308a\u307e\u3059\u3002** \u578b\u5f0f\u306e\u672b\u5c3e\u306e\u82f1\u5b57\u304c\u5e74\u5f0f\u306e\u9055\u3044\u3092\u8868\u3059\u30e1\u30fc\u30ab\u30fc\u3082\u3042\u308c\u3070\u3001\u96fb\u6e90\u3084\u30ac\u30b9\u306e\u7a2e\u985e\u3092\u8868\u3059\u30e1\u30fc\u30ab\u30fc\u3082\u3042\u308a\u307e\u3059\u3002**\u672b\u5c3e\u304c\u96fb\u6e90\u3084\u30ac\u30b9\u306e\u7a2e\u985e\u3092\u8868\u3059\u30e1\u30fc\u30ab\u30fc\u3067\u306f\u3001\u672b\u5c3e\u3092\u7cfb\u7d71\u306b\u542b\u3081\u305a\u306b\u3001\u5fc5\u305a\u9055\u3046\u9805\u76ee\u3068\u3057\u3066\u51fa\u3057\u307e\u3059\u3002**\n\n**6\u756a\u76ee\u306e\u72b6\u614b\u306e\u30e9\u30f3\u30af\u306f\u3001\u305d\u308d\u3048\u306a\u3044\u3068\u5e74\u5f0f\u304c\u8fd1\u304f\u3066\u3082\u5024\u304c\u6bd4\u3079\u3089\u308c\u307e\u305b\u3093\u3002** \u72b6\u614b\u306f\u8cb7\u53d6\u306e\u62c5\u5f53\u304c\u6a5f\u5668\u3092\u898b\u3066\u4ed8\u3051\u308b\u3082\u306e\u3067\u3001**\u76f8\u8ac7\u306e\u6642\u70b9\u306e\u72b6\u614b\u306f\u5199\u771f\u3068\u53d7\u4ed8\u306e\u30e1\u30e2\u3060\u3051\u3067\u3059\u3002** \u76f8\u8ac7\u306e\u5074\u306e\u72b6\u614b\u306f\u3001\u30e9\u30f3\u30af\u3067\u306f\u306a\u304f\u66f8\u304b\u308c\u305f\u307e\u307e\u306e\u8a00\u8449\u3067\u753b\u9762\u306b\u51fa\u3057\u307e\u3059\u3002","ai_processing":"**AI\u306e\u4ed5\u4e8b\u306f2\u3064\u3067\u3059\u3002** \u76f8\u8ac7\u3092\u6a5f\u5668\u3054\u3068\u306e\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u308b\u3053\u3068\u3068\u3001\u5019\u88dc\u3068\u9055\u3046\u70b9\u3092\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u305f\u8868\u3092\u4f5c\u308b\u3053\u3068\u3067\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u3055\u305b\u306a\u3044\u3053\u3068 |\n|:--|:--|\n| \u6a5f\u5668\u3054\u3068\u306b\u3001\u54c1\u76ee\u30fb\u30e1\u30fc\u30ab\u30fc\u30fb\u578b\u5f0f\u30fb\u88fd\u9020\u5e74\u30fb\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u30fb\u72b6\u614b\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3059 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u88fd\u9020\u5e74\u3084\u30ac\u30b9\u306e\u7a2e\u985e\u3092\u3001\u578b\u5f0f\u3084\u54c1\u540d\u304b\u3089\u63a8\u3057\u91cf\u308b\u3053\u3068 |\n| \u54c1\u76ee\u3092\u3001\u6c7a\u3081\u3089\u308c\u305f\u533a\u5206\u304b\u3089\u9078\u3076 | \u91d1\u984d\u3092\u8a08\u7b97\u3059\u308b\u3053\u3068\u3001\u5e73\u5747\u3084\u5024\u5e45\u3092\u51fa\u3059\u3053\u3068 |\n| \u5019\u88dc\u3054\u3068\u306b\u3001\u8a18\u9332\u306e\u5024\u3068\u9055\u3046\u9805\u76ee\u3092\u8868\u306b\u3059\u308b | \u8cb7\u53d6\u306e\u984d\u3092\u63d0\u6848\u3059\u308b\u3053\u3068 |\n| \u78ba\u304b\u3081\u308b\u70b9\uff08\u9298\u677f\u306e\u8aad\u307f\u76f4\u3057\u30fb\u30ac\u30b9\u306e\u7a2e\u985e\u306e\u78ba\u8a8d\u306a\u3069\uff09\u3092\u307e\u3068\u3081\u308b | \u6a5f\u5668\u304c\u5b89\u5168\u306b\u4f7f\u3048\u308b\u304b\u3001\u8a2d\u7f6e\u3067\u304d\u308b\u304b\u3092\u66f8\u304f\u3053\u3068 |\n\n**\u8cb7\u53d6\u306e\u984d\u3092\u63d0\u6848\u3055\u305b\u306a\u3044\u306e\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u7dda\u3067\u3059\u3002** \u751f\u6210AI\u306b\u904e\u53bb\u306e\u8cb7\u53d6\u984d\u3068\u8ca9\u58f2\u984d\u3092\u6e21\u305b\u3070\u3001\u305d\u308c\u3089\u3057\u3044\u984d\u3092\u8fd4\u3057\u307e\u3059\u3002**\u305d\u306e\u984d\u306b\u306f\u3001\u6a5f\u5668\u306e\u50b7\u307f\u3082\u3001\u5b63\u7bc0\u306e\u9700\u8981\u3082\u3001\u5009\u5eab\u306e\u7a7a\u304d\u3082\u5165\u3063\u3066\u3044\u307e\u305b\u3093\u3002** \u753b\u9762\u306b\u984d\u304c\u51fa\u308c\u3070\u3001\u9589\u5e97\u306e\u76f8\u8ac7\u304c\u91cd\u306a\u3063\u305f\u65e5\u307b\u3069\u3001\u305d\u306e\u984d\u304c\u898b\u7a4d\u306b\u5199\u308a\u307e\u3059\u3002\n\n**\u30ac\u30b9\u306e\u7a2e\u985e\u3092\u63a8\u3057\u91cf\u3089\u305b\u306a\u3044\u306e\u3082\u540c\u3058\u7406\u7531\u3067\u3059\u3002** \u578b\u5f0f\u306e\u672b\u5c3e\u306e\u82f1\u5b57\u304c\u30ac\u30b9\u306e\u7a2e\u985e\u3092\u8868\u3059\u304b\u306f\u30e1\u30fc\u30ab\u30fc\u3054\u3068\u306b\u9055\u3044\u3001**AI\u304c\u63a8\u3057\u305f\u533a\u5206\u304c\u5916\u308c\u308b\u3068\u3001\u5225\u306e\u6a5f\u5668\u306e\u5024\u3067\u898b\u7a4d\u3082\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**","prompt_example":"1\u56de\u76ee\uff08\u76f8\u8ac7\u306e\u8aad\u307f\u66ff\u3048\uff09\u306e\u6307\u793a\u3067\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u4e2d\u53e4\u306e\u53a8\u623f\u6a5f\u5668\u306e\u8cb7\u53d6\u5e97\u3067\u3001\u98f2\u98df\u5e97\u304b\u3089\u306e\u8cb7\u53d6\u306e\u76f8\u8ac7\u3092\u6574\u7406\u3059\u308b\u7acb\u5834\u3067\u3059\u3002\n\u3010\u76f8\u8ac7\u3011\u304b\u3089\u3001\u6a5f\u5668\u3054\u3068\u306b\u904e\u53bb\u306e\u8a18\u9332\u3092\u63a2\u3059\u305f\u3081\u306e\u6761\u4ef6\u3092\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u3082\u306e\uff08\u6a5f\u5668\u3054\u3068\uff09\u3011\n- category: \u54c1\u76ee\u3002\u3010\u54c1\u76ee\u306e\u533a\u5206\u3011\u304b\u30891\u3064\u9078\u3076\u3002\u9078\u3079\u306a\u3051\u308c\u3070\u7a7a\n- maker_raw: \u30e1\u30fc\u30ab\u30fc\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\n- model_raw: \u578b\u5f0f\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\uff08\u300cHR-120AT\u300d\u306a\u3069\uff09\n- year_raw: \u88fd\u9020\u5e74\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\u3002\u7121\u3051\u308c\u3070\u7a7a\n- gas_raw: \u30ac\u30b9\u306e\u7a2e\u985e\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\uff08\u300c13A\u300d\u300cLP\u300d\u306a\u3069\uff09\u3002\u7121\u3051\u308c\u3070\u7a7a\n- power_raw: \u96fb\u6e90\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\uff08\u300c\u5358\u76f8200V\u300d\u306a\u3069\uff09\u3002\u7121\u3051\u308c\u3070\u7a7a\n- condition_raw: \u72b6\u614b\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\n- missing: \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u306e\u540d\u524d\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u88fd\u9020\u5e74\u30fb\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u578b\u5f0f\u3084\u54c1\u540d\u304b\u3089\u63a8\u3057\u91cf\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u578b\u5f0f\u306e\u6587\u5b57\u3092\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u30cf\u30a4\u30d5\u30f3\u3084\u5168\u89d2\u3082\u66f8\u304b\u308c\u305f\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u8cb7\u53d6\u306e\u984d\u306b\u3064\u3044\u3066\u3001\u4f55\u3082\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5e97\u306e\u540d\u524d\u30fb\u62c5\u5f53\u8005\u306e\u540d\u524d\u30fb\u4f4f\u6240\u306f\u5199\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u54c1\u76ee\u306e\u533a\u5206\u3011{categories}\n\u3010\u76f8\u8ac7\u3011{inquiry_text}\n```\n\n2\u56de\u76ee\uff08\u5019\u88dc\u306e\u8868\uff09\u306e\u6307\u793a\u3067\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u4e2d\u53e4\u306e\u53a8\u623f\u6a5f\u5668\u306e\u8cb7\u53d6\u5e97\u3067\u3001\u8cb7\u53d6\u306e\u62c5\u5f53\u306b\u904e\u53bb\u306e\u8a18\u9332\u3092\u793a\u3059\u7acb\u5834\u3067\u3059\u3002\n\u3010\u5019\u88dc\u3011\u306f\u904e\u53bb\u306e\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332\u3067\u3059\u3002\u3010\u9055\u3046\u9805\u76ee\u3011\u306f\u30b7\u30b9\u30c6\u30e0\u304c\u4f5c\u3063\u305f\u3082\u306e\u3067\u3059\u3002\n\n\u3010\u66f8\u304d\u65b9\u3011\n- \u5019\u88dc\u3054\u3068\u306b\u3001\u8a18\u9332\u306e\u756a\u53f7\u30fb\u578b\u5f0f\u30fb\u88fd\u9020\u5e74\u30fb\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u30fb\u72b6\u614b\u306e\u30e9\u30f3\u30af\u30fb\n  \u8cb7\u53d6\u984d\u30fb\u8ca9\u58f2\u984d\u30fb\u58f2\u308c\u308b\u307e\u3067\u306e\u65e5\u6570\u3092\u3001\u8a18\u9332\u306e\u5024\u306e\u307e\u307e\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u3010\u9055\u3046\u9805\u76ee\u3011\u306f\u3001\u6587\u8a00\u3092\u5909\u3048\u305a\u306b\u305d\u306e\u307e\u307e\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u58f2\u308c\u3066\u3044\u306a\u3044\u5019\u88dc\u306f\u3001\u8ca9\u58f2\u984d\u3068\u65e5\u6570\u3092\u300c\u672a\u8ca9\u58f2\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6700\u5f8c\u306b\u3001\u53d7\u4ed8\u3067\u78ba\u304b\u3081\u308b\u70b9\uff08\u9298\u677f\u306e\u8aad\u307f\u76f4\u3057\u3001\u30ac\u30b9\u306e\u7a2e\u985e\u306e\u78ba\u8a8d\u306a\u3069\uff09\u3092\u307e\u3068\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u91d1\u984d\u3092\u8a08\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u5e73\u5747\u30fb\u5024\u5e45\u30fb\u5dee\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4eca\u56de\u306e\u8cb7\u53d6\u306e\u984d\u3092\u63d0\u6848\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u300c\u3088\u304f\u58f2\u308c\u308b\u300d\u300c\u4eba\u6c17\u300d\u306a\u3069\u3001\u8a18\u9332\u306b\u7121\u3044\u3053\u3068\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6a5f\u5668\u304c\u5b89\u5168\u306b\u4f7f\u3048\u308b\u304b\u3001\u8a2d\u7f6e\u3067\u304d\u308b\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u76f8\u8ac7\u306e\u6761\u4ef6\u3011{conditions}\n\u3010\u5019\u88dc\u3011{hits}\n\u3010\u9055\u3046\u9805\u76ee\u3011{differences}\n```\n\n**\u300c\u9055\u3046\u9805\u76ee\u3092\u6587\u8a00\u3092\u5909\u3048\u305a\u306b\u66f8\u304f\u300d\u304c\u30012\u56de\u76ee\u306e\u6307\u793a\u306e\u4e2d\u5fc3\u3067\u3059\u3002** AI\u306f\u300c\u30ac\u30b9\u306e\u7a2e\u985e\u304c\u9055\u3044\u307e\u3059\uff08LP\uff09\u300d\u3092\u300c\u30ac\u30b9\u306e\u7a2e\u985e\u306f\u554f\u984c\u3042\u308a\u307e\u305b\u3093\u300d\u306e\u3088\u3046\u306b\u8aad\u307f\u3084\u3059\u304f\u8a00\u3044\u63db\u3048\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u610f\u5473\u304c\u9006\u306b\u306a\u308b\u8a00\u3044\u63db\u3048\u3092\u9632\u3050\u305f\u3081\u3001\u5199\u3055\u305b\u3066\u5f8c\u3067\u7167\u5408\u3057\u307e\u3059\u3002**","output_data":"**Bedrock \u306e Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u30012\u56de\u76ee\u306f\u6b21\u306e\u5f62\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"inquiry_no\": \"\",\n  \"item\": { \"category\": \"\", \"model_norm\": \"\", \"family\": \"\", \"made_year\": 0,\n            \"gas\": \"city_gas | lp_gas | none | unknown\",\n            \"power\": \"single_100v | single_200v | three_200v | unknown\" },\n  \"candidates\": [\n    { \"record_no\": \"\", \"model_norm\": \"\", \"made_year\": 0, \"grade\": \"\",\n      \"buy_price\": 0, \"sell_price\": 0, \"days_to_sell\": 0, \"sold\": true,\n      \"differences\": [\"\"] } ],\n  \"to_confirm\": [\"\"]\n}\n```\n\nAWS \u306e\u516c\u5f0f\u30da\u30fc\u30b8\u3067\u306f\u3001Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u3068\u5fdc\u7b54\u304c\u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u3044\u3001`enum` \u304c\u4f7f\u3048\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u3059\u3079\u3066\u306e `object` \u306b `additionalProperties: false` \u304c\u8981\u308a\u3001\u6570\u5024\u306e `minimum`\u30fb`maximum` \u306f\u4f7f\u3048\u307e\u305b\u3093\u3002** \u30ac\u30b9\u306e\u7a2e\u985e\u3068\u96fb\u6e90\u306f `enum` \u3067\u7e1b\u308a\u3001\u533a\u5206\u306e\u5916\u306e\u5024\u304c\u8fd4\u3089\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001AI\u304c\u8fd4\u3057\u305f\u91d1\u984d\u3068\u65e5\u6570\u3092\u7d22\u5f15\u306e\u5024\u3068\u7167\u5408\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** `record_no` \u3054\u3068\u306b\u3001`buy_price`\u30fb`sell_price`\u30fb`days_to_sell` \u304c `_source` \u3068\u4e00\u81f4\u3059\u308b\u304b\u3092 Lambda \u304c\u78ba\u304b\u3081\u307e\u3059\u3002**\u9055\u3048\u3070\u7d22\u5f15\u306e\u5024\u3067\u7f6e\u304d\u63db\u3048\u3001\u7f6e\u304d\u63db\u3048\u305f\u3053\u3068\u3092\u8a18\u9332\u3057\u307e\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001`differences` \u3092 Lambda \u304c\u4f5c\u3063\u305f\u6587\u3068\u7167\u5408\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** 1\u5b57\u3067\u3082\u9055\u3048\u3070\u8868\u3092\u51fa\u3055\u305a\u306b\u4f5c\u308a\u76f4\u3057\u307e\u3059\u3002\u9055\u3046\u9805\u76ee\u306f\u6b21\u306e\u898f\u5247\u3067\u4f5c\u308a\u307e\u3059\u3002\n\n| \u6bd4\u3079\u308b\u9805\u76ee | \u9055\u3046\u3068\u304d\u306e\u6587 |\n|:--|:--|\n| `model_norm` | \u578b\u5f0f\u306e\u672b\u5c3e\u304c\u9055\u3044\u307e\u3059\uff08\u76f8\u8ac7\uff1a\u301c\uff0f\u8a18\u9332\uff1a\u301c\uff09 |\n| `gas` | \u30ac\u30b9\u306e\u7a2e\u985e\u304c\u9055\u3044\u307e\u3059\uff08\u76f8\u8ac7\uff1a\u301c\uff0f\u8a18\u9332\uff1a\u301c\uff09 |\n| `power` | \u96fb\u6e90\u304c\u9055\u3044\u307e\u3059\uff08\u76f8\u8ac7\uff1a\u301c\uff0f\u8a18\u9332\uff1a\u301c\uff09 |\n| \u3069\u3061\u3089\u304b\u304c `unknown` | \u301c\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002\u78ba\u304b\u3081\u3066\u304b\u3089\u6bd4\u3079\u3066\u304f\u3060\u3055\u3044 |\n\n**4\u884c\u76ee\u304c\u5927\u4e8b\u3067\u3059\u3002** \u76f8\u8ac7\u306e\u5074\u304b\u8a18\u9332\u306e\u5074\u306e\u3069\u3061\u3089\u304b\u304c `unknown` \u306a\u3089\u3001**\u300c\u540c\u3058\u300d\u3068\u3082\u300c\u9055\u3046\u300d\u3068\u3082\u51fa\u3055\u305a\u3001\u78ba\u304b\u3081\u308b\u70b9\u3068\u3057\u3066\u51fa\u3057\u307e\u3059\u3002**","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u8ca9\u58f2\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f | \u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057\uff08\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 | \u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332 |\n| Amazon OpenSearch Service | Lambda \u304b\u3089\u306e\u767b\u9332\u30fb\u691c\u7d22 | \u8a18\u9332\u306e\u7d22\u5f15\u3001\u7cfb\u7d71\u3068\u5e74\u5f0f\u3068\u6642\u671f\u306e\u8fd1\u3055 |\n| Amazon Bedrock | Converse API\uff08Claude\uff09 | \u8aad\u307f\u66ff\u3048\u3068\u5019\u88dc\u306e\u8868 |\n| \u8cb7\u53d6\u306e\u62c5\u5f53\u306e\u753b\u9762 | \u793e\u5185\u306e\u753b\u9762 | \u76f8\u8ac7\u306e\u8cbc\u308a\u4ed8\u3051\u3001\u5019\u88dc\u3068\u9055\u3046\u70b9\u3001\u6c7a\u3081\u305f\u984d\u306e\u8a18\u9332 |\n\n**\u6c7a\u3081\u305f\u8cb7\u53d6\u306e\u984d\u306f\u3001\u753b\u9762\u3067\u300c\u898b\u305f\u8a18\u9332\u306e\u756a\u53f7\u300d\u3068\u4e00\u7dd2\u306b S3 \u306b\u6b8b\u3057\u307e\u3059\u3002** \u898b\u7a4d\u306e\u9001\u4ed8\u3068\u5e33\u7c3f\u3078\u306e\u8a18\u8f09\u306f\u3001\u62c5\u5f53\u304c\u3044\u3064\u3082\u306e\u624b\u9806\u3067\u884c\u3044\u307e\u3059\u3002","human_review":"1. **\u8aad\u307f\u66ff\u3048\u3092\u898b\u308b** \u2026 \u578b\u5f0f\u30fb\u88fd\u9020\u5e74\u30fb\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u304c\u3001\u9298\u677f\u306e\u5199\u771f\u306e\u3068\u304a\u308a\u306b\u53d6\u308a\u51fa\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n2. **\u9055\u3046\u70b9\u3092\u898b\u308b** \u2026 \u30ac\u30b9\u306e\u7a2e\u985e\u3068\u96fb\u6e90\u304c\u9055\u3046\u5019\u88dc\u306f\u3001\u5024\u306e\u53c2\u8003\u306b\u3068\u3069\u3081\u307e\u3059\n3. **\u72b6\u614b\u3092\u898b\u308b** \u2026 \u76f8\u8ac7\u306e\u5199\u771f\u3067\u3001\u50b7\u307f\u30fb\u3055\u3073\u30fb\u6249\u306e\u30d1\u30c3\u30ad\u30f3\u306a\u3069\u3092\u78ba\u304b\u3081\u307e\u3059\n4. **\u58f2\u308c\u308b\u307e\u3067\u306e\u65e5\u6570\u3092\u898b\u308b** \u2026 \u8fd1\u3044\u6a5f\u5668\u304c\u9577\u304f\u58f2\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u5009\u5eab\u306e\u7a7a\u304d\u3068\u5408\u308f\u305b\u3066\u984d\u3092\u8003\u3048\u307e\u3059\n5. **\u984d\u3092\u6c7a\u3081\u3066\u6b8b\u3059** \u2026 \u898b\u305f\u8a18\u9332\u306e\u756a\u53f7\u3068\u3001\u984d\u3092\u6c7a\u3081\u305f\u7406\u7531\u3092\u6b8b\u3057\u307e\u3059\n\n**1\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u9298\u677f\u306e\u5199\u771f\u306e\u8aad\u307f\u9055\u3044\u306f\u3001\u578b\u5f0f\u306e1\u6587\u5b57\u306e\u9055\u3044\u3067\u5225\u306e\u7cfb\u7d71\u306e\u8a18\u9332\u3092\u5f15\u304d\u307e\u3059\u3002**\u578b\u5f0f\u304c\u7cfb\u7d71\u306e\u8868\u306b\u5f53\u305f\u3089\u306a\u304b\u3063\u305f\u3068\u304d\u306f\u3001\u307e\u305a\u9298\u677f\u3092\u8aad\u307f\u76f4\u3057\u307e\u3059\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u578b\u5f0f\u304c\u7cfb\u7d71\u306e\u898f\u5247\u306b\u5f53\u305f\u3089\u306a\u3044 | `family` \u3092\u7a7a\u306b\u3057\u3001`prefix` \u3067\u5148\u982d\u306e\u6570\u6587\u5b57\u304b\u3089\u5f15\u304f\u3002\u7cfb\u7d71\u306e\u8868\u306b\u8db3\u3059\u5019\u88dc\u3068\u3057\u3066\u8a18\u9332\u3059\u308b |\n| \u540c\u3058\u7cfb\u7d71\u306e\u8a18\u9332\u304c0\u4ef6 | \u54c1\u76ee\u3068\u30e1\u30fc\u30ab\u30fc\u3060\u3051\u3067\u5f15\u3044\u305f\u4ef6\u6570\u3068\u3001\u88fd\u9020\u5e74\u306e\u8fd1\u3044\u8a18\u9332\u3092\u793a\u3059 |\n| \u88fd\u9020\u5e74\u304c\u5206\u304b\u3089\u306a\u3044 | \u5e74\u5f0f\u306e\u8fd1\u3055\u3092\u4f7f\u308f\u305a\u306b\u5f15\u304d\u3001\u300c\u5e74\u5f0f\u4e0d\u660e\u300d\u3068\u3057\u3066\u51fa\u3059\u3002\u9298\u677f\u306e\u8aad\u307f\u76f4\u3057\u3092\u78ba\u304b\u3081\u308b\u70b9\u306b\u5165\u308c\u308b |\n| \u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u304c\u5206\u304b\u3089\u306a\u3044 | `unknown` \u3068\u3057\u3066\u78ba\u304b\u3081\u308b\u70b9\u306b\u5165\u308c\u3001\u9055\u3046\u9805\u76ee\u306f\u51fa\u3055\u306a\u3044 |\n| \u8fd1\u3044\u8a18\u9332\u304c\u3059\u3079\u3066\u672a\u8ca9\u58f2 | \u672a\u8ca9\u58f2\u306e\u53f0\u6570\u3068\u3001\u8cb7\u53d6\u304b\u3089\u306e\u65e5\u6570\u3092\u793a\u3059 |\n| AI\u306e\u91d1\u984d\u304c\u7d22\u5f15\u3068\u5408\u308f\u306a\u3044 | \u7d22\u5f15\u306e\u5024\u3067\u7f6e\u304d\u63db\u3048\u3001\u7f6e\u304d\u63db\u3048\u305f\u3053\u3068\u3092\u8a18\u9332\u3059\u308b |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c\u8fd4\u3089\u306a\u3044 | \u5019\u88dc\u306e\u4e00\u89a7\u3068\u9055\u3046\u9805\u76ee\u3060\u3051\u3092\u51fa\u3057\u3001\u8868\u306f\u62c5\u5f53\u304c\u898b\u308b |\n\n**5\u884c\u76ee\u306f\u76f8\u5834\u306e\u5146\u3057\u306e\u884c\u3067\u3059\u3002** \u8fd1\u3044\u6a5f\u5668\u304c\u5009\u5eab\u3067\u58f2\u308c\u6b8b\u3063\u3066\u3044\u308c\u3070\u3001\u904e\u53bb\u306e\u8ca9\u58f2\u984d\u3088\u308a\u4eca\u306e\u9700\u8981\u306f\u5f31\u3044\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002","log_storage":"- \u76f8\u8ac7\u3054\u3068\u306e\u3001\u76f8\u8ac7\u306e\u6587\uff08\u5e97\u306e\u540d\u524d\u3092\u4f0f\u305b\u305f\u3082\u306e\uff09\u30011\u56de\u76ee\u306e JSON\u3001\u62c5\u5f53\u304c\u76f4\u3057\u305f\u7b87\u6240\n- \u691c\u7d22\u306e\u6761\u4ef6\u3001\u5019\u88dc\u3001\u9055\u3046\u9805\u76ee\u3068\u7167\u5408\u306e\u7d50\u679c\n- AI\u306e\u6570\u5b57\u3092\u7d22\u5f15\u306e\u5024\u3067\u7f6e\u304d\u63db\u3048\u305f\u8a18\u9332\n- **\u62c5\u5f53\u304c\u6c7a\u3081\u305f\u8cb7\u53d6\u306e\u984d\u3068\u3001\u898b\u305f\u8a18\u9332\u306e\u756a\u53f7\u3001\u984d\u3092\u6c7a\u3081\u305f\u7406\u7531**\n- \u7cfb\u7d71\u306e\u898f\u5247\u3068\u8a00\u3044\u63db\u3048\u306e\u8868\u3092\u898b\u76f4\u3057\u305f\u65e5\u3068\u62c5\u5f53\n\n**4\u3064\u76ee\u306f\u3001\u8cb7\u3044\u53d6\u3063\u305f\u6a5f\u5668\u304c\u58f2\u308c\u305f\u3068\u304d\u306b\u898b\u76f4\u3059\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u6c7a\u3081\u305f\u3068\u304d\u306b\u898b\u305f\u8a18\u9332\u3068\u3001\u5b9f\u969b\u306e\u8ca9\u58f2\u984d\u3068\u65e5\u6570\u3092\u4e26\u3079\u3089\u308c\u307e\u3059\u3002","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":3,"cost_band":"\u5927","cost_level_label":"RAG\u30fb\u500b\u5225\u958b\u767a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":6,"assumption_frequency":450,"assumption_workdays":22,"volume_month":450,"before_minutes_per_case":12,"after_minutes_per_case":4,"hourly_cost":2600,"before_hours_month":90,"after_hours_month":30,"saved_hours_month":60,"reduction_rate":67,"saved_hours_year":720,"annual_cost_effect":1872000,"summary":"\u98f2\u98df\u5e97\u304b\u3089\u5c4a\u304f\u4e2d\u53e4\u306e\u53a8\u623f\u6a5f\u5668\u306e\u8cb7\u53d6\u306e\u76f8\u8ac7\u3092\u3001\u578b\u5f0f\u30fb\u88fd\u9020\u5e74\u30fb\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u30fb\u72b6\u614b\u306b\u8aad\u307f\u66ff\u3048\u3001\u904e\u53bb\u306e\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332\u304b\u3089\u8fd1\u3044\u6a5f\u5668\u3092\u63a2\u3057\u307e\u3059\u3002\u8fd1\u3044\u6a5f\u5668\u306e\u8cb7\u53d6\u984d\u30fb\u8ca9\u58f2\u984d\u30fb\u58f2\u308c\u308b\u307e\u3067\u306e\u65e5\u6570\u3092\u3001\u8a18\u9332\u306e\u756a\u53f7\u4ed8\u304d\u3067\u4e26\u3079\u307e\u3059\u3002","before_flow":"1. \u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u76f8\u8ac7\u306e\u30d5\u30a9\u30fc\u30e0\u3068\u9298\u677f\u306e\u5199\u771f\u3092\u898b\u3066\u3001\u30e1\u30fc\u30ab\u30fc\u30fb\u578b\u5f0f\u30fb\u88fd\u9020\u5e74\u30fb\u72b6\u614b\u3092\u66f8\u304d\u51fa\u3059\n2. \u8cb7\u53d6\u306e\u62c5\u5f53\u304c\u3001\u8ca9\u58f2\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u3092\u54c1\u540d\u3068\u30e1\u30fc\u30ab\u30fc\u3067\u7d5e\u308b\n3. \u578b\u5f0f\u306e\u4f3c\u305f\u884c\u3092\u76ee\u3067\u9078\u3073\u3001\u66f8\u304d\u65b9\u306e\u9055\u3046\u578b\u5f0f\u306f\u601d\u3044\u5f53\u305f\u308b\u66f8\u304d\u65b9\u3067\u5f15\u304d\u76f4\u3059\n4. \u9078\u3093\u3060\u884c\u306e\u8cb7\u53d6\u984d\u30fb\u8ca9\u58f2\u984d\u30fb\u58f2\u308c\u305f\u65e5\u3092\u898b\u3066\u3001\u5e74\u5f0f\u3068\u72b6\u614b\u306e\u9055\u3044\u3092\u898b\u6bd4\u3079\u308b\n5. \u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u30fb\u6249\u306e\u6570\u306a\u3069\u304c\u540c\u3058\u304b\u3092\u3001\u8a18\u9332\u306e\u30e1\u30e2\u3067\u78ba\u304b\u3081\u308b\n6. \u8cb7\u53d6\u306e\u984d\u3092\u6c7a\u3081\u3001\u76f8\u8ac7\u306e\u6a5f\u5668\u3054\u3068\u306b\u898b\u7a4d\u3092\u4f5c\u3063\u3066\u8fd4\u3059\n\n**\uff08a\uff09\u578b\u5f0f\u306e\u66f8\u304d\u65b9\u3067\u6f0f\u308c\u308b\u3002** 3\u756a\u76ee\u3067\u3001\u30cf\u30a4\u30d5\u30f3\u306e\u6709\u7121\u3084\u5168\u89d2\u306e\u578b\u5f0f\u3092\u5f15\u304d\u76f4\u3055\u306a\u3044\u3068\u3001\u540c\u3058\u6a5f\u5668\u306e\u8a18\u9332\u304c\u51fa\u3066\u304d\u307e\u305b\u3093\u3002**\u5f15\u304d\u76f4\u3059\u304b\u3069\u3046\u304b\u306f\u62c5\u5f53\u306e\u6c17\u3065\u304d\u6b21\u7b2c\u3067\u3059\u3002**\n\n**\uff08b\uff09\u7cfb\u7d71\u3067\u898b\u308b\u5224\u65ad\u304c\u8a18\u61b6\u983c\u307f\u3002** \u300cHR-120A\u300d\u3068\u300cHR-120AT\u300d\u306f\u540c\u3058\u7cfb\u7d71\u3067\u5024\u304c\u8fd1\u3044\u3001\u3068\u77e5\u3063\u3066\u3044\u308b\u306e\u306f\u7d4c\u9a13\u306e\u9577\u3044\u62c5\u5f53\u3067\u3059\u3002**\u65b0\u3057\u3044\u62c5\u5f53\u306f\u5b8c\u5168\u306b\u540c\u3058\u578b\u5f0f\u3060\u3051\u3092\u63a2\u3057\u3001\u898b\u3064\u304b\u3089\u306a\u3044\u3068\u76f8\u5834\u306e\u5206\u304b\u3089\u306a\u3044\u307e\u307e\u984d\u3092\u6c7a\u3081\u307e\u3059\u3002**\n\n**\uff08c\uff09\u30ac\u30b9\u306e\u7a2e\u985e\u3068\u96fb\u6e90\u306e\u53d6\u308a\u9055\u3048\u3002** 5\u756a\u76ee\u306f\u3001\u8a18\u9332\u306e\u30e1\u30e2\u306b\u66f8\u3044\u3066\u3042\u308c\u3070\u5206\u304b\u308a\u307e\u3059\u304c\u3001\u6025\u3050\u3068\u7701\u304b\u308c\u307e\u3059\u3002**\u30d7\u30ed\u30d1\u30f3\u30ac\u30b9\u7528\u306e\u6a5f\u5668\u3092\u90fd\u5e02\u30ac\u30b9\u7528\u306e\u8ca9\u58f2\u984d\u3067\u898b\u7a4d\u3082\u308b\u3068\u3001\u58f2\u308c\u308b\u307e\u3067\u306e\u65e5\u6570\u304c\u8aad\u3081\u307e\u305b\u3093\u3002**\n\n**\uff08d\uff09\u58f2\u308c\u308b\u307e\u3067\u306e\u65e5\u6570\u304c\u898b\u3048\u306a\u3044\u3002** \u8ca9\u58f2\u984d\u3060\u3051\u3092\u898b\u3066\u8cb7\u3044\u53d6\u308b\u3068\u3001**\u58f2\u308c\u308b\u307e\u3067\u5009\u5eab\u3092\u4f55\u304b\u6708\u3082\u5360\u3081\u308b\u6a5f\u5668\u3092\u3001\u9ad8\u3044\u984d\u3067\u62b1\u3048\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**","before_flow_steps":["\u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u76f8\u8ac7\u306e\u30d5\u30a9\u30fc\u30e0\u3068\u9298\u677f\u306e\u5199\u771f\u3092\u898b\u3066\u3001\u30e1\u30fc\u30ab\u30fc\u30fb\u578b\u5f0f\u30fb\u88fd\u9020\u5e74\u30fb\u72b6\u614b\u3092\u66f8\u304d\u51fa\u3059","\u8cb7\u53d6\u306e\u62c5\u5f53\u304c\u3001\u8ca9\u58f2\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u3092\u54c1\u540d\u3068\u30e1\u30fc\u30ab\u30fc\u3067\u7d5e\u308b","\u578b\u5f0f\u306e\u4f3c\u305f\u884c\u3092\u76ee\u3067\u9078\u3073\u3001\u66f8\u304d\u65b9\u306e\u9055\u3046\u578b\u5f0f\u306f\u601d\u3044\u5f53\u305f\u308b\u66f8\u304d\u65b9\u3067\u5f15\u304d\u76f4\u3059","\u9078\u3093\u3060\u884c\u306e\u8cb7\u53d6\u984d\u30fb\u8ca9\u58f2\u984d\u30fb\u58f2\u308c\u305f\u65e5\u3092\u898b\u3066\u3001\u5e74\u5f0f\u3068\u72b6\u614b\u306e\u9055\u3044\u3092\u898b\u6bd4\u3079\u308b","\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u30fb\u6249\u306e\u6570\u306a\u3069\u304c\u540c\u3058\u304b\u3092\u3001\u8a18\u9332\u306e\u30e1\u30e2\u3067\u78ba\u304b\u3081\u308b","\u8cb7\u53d6\u306e\u984d\u3092\u6c7a\u3081\u3001\u76f8\u8ac7\u306e\u6a5f\u5668\u3054\u3068\u306b\u898b\u7a4d\u3092\u4f5c\u3063\u3066\u8fd4\u3059"],"after_flow":"1. **\u3010\u4eba\u3011** \u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u9298\u677f\u306e\u5199\u771f\u304b\u3089\u578b\u5f0f\u3068\u88fd\u9020\u5e74\u3092\u8aad\u307f\u3001\u76f8\u8ac7\u306e\u6587\u3068\u4e00\u7dd2\u306b\u753b\u9762\u306b\u8cbc\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u76f8\u8ac7\u304b\u3089\u3001\u6a5f\u5668\u3054\u3068\u306b\u54c1\u76ee\u30fb\u30e1\u30fc\u30ab\u30fc\u30fb\u578b\u5f0f\u30fb\u88fd\u9020\u5e74\u30fb\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u30fb\u72b6\u614b\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3059\n3. **\u3010\u81ea\u52d5\u3011** Lambda \u304c\u578b\u5f0f\u3092\u7d22\u5f15\u3068\u540c\u3058\u5f62\u306b\u305d\u308d\u3048\u3001\u7cfb\u7d71\u306e\u90e8\u5206\u3092\u5207\u308a\u51fa\u3059\n4. **\u3010\u81ea\u52d5\u3011** OpenSearch \u304c\u54c1\u76ee\u3068\u30e1\u30fc\u30ab\u30fc\u3067\u7d5e\u308a\u3001\u7cfb\u7d71\u306e\u5148\u982d\u4e00\u81f4\u3067\u5f15\u304d\u3001\u578b\u5f0f\u306e\u5b8c\u5168\u4e00\u81f4\u30fb\u88fd\u9020\u5e74\u30fb\u8ca9\u58f2\u306e\u6642\u671f\u306e\u8fd1\u3055\u3067\u4e26\u3079\u308b\n5. **\u3010\u81ea\u52d5\u3011** Lambda \u304c\u5019\u88dc\u3054\u3068\u306b\u3001\u76f8\u8ac7\u306e\u6a5f\u5668\u3068\u9055\u3046\u9805\u76ee\uff08\u578b\u5f0f\u306e\u672b\u5c3e\u30fb\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u30fb\u72b6\u614b\uff09\u3092\u8a18\u9332\u304b\u3089\u4e26\u3079\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u5019\u88dc\u3068\u9055\u3046\u70b9\u3092\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u305f\u8868\u3068\u3001\u78ba\u304b\u3081\u308b\u70b9\u306e\u30e1\u30e2\u3092\u4f5c\u308b\n7. **\u3010\u4eba\u3011** \u8cb7\u53d6\u306e\u62c5\u5f53\u304c\u5019\u88dc\u3068\u9055\u3046\u70b9\u3092\u898b\u3066\u3001\u72b6\u614b\u306e\u5199\u771f\u3092\u78ba\u304b\u3081\u3001\u8cb7\u53d6\u306e\u984d\u3092\u6c7a\u3081\u3066\u898b\u7a4d\u3092\u8fd4\u3059\n\n**5\u756a\u76ee\u306e\u9055\u3046\u70b9\u3092 Lambda \u3067\u4f5c\u308b\u306e\u306f\u3001\u9805\u76ee\u306e\u6bd4\u3079\u65b9\u3092\u6c7a\u3081\u3066\u304a\u304f\u305f\u3081\u3067\u3059\u3002** \u30ac\u30b9\u306e\u7a2e\u985e\u304c\u300c13A\u300d\u3068\u300c\u90fd\u5e02\u30ac\u30b9\u300d\u3067\u66f8\u304b\u308c\u3066\u3044\u3066\u3082\u3001\u533a\u5206\u306e\u5024\u306b\u305d\u308d\u3048\u3066\u304b\u3089\u6bd4\u3079\u307e\u3059\u3002**AI\u306b\u6bd4\u3079\u3055\u305b\u308b\u3068\u3001\u66f8\u304d\u65b9\u306e\u9055\u3044\u3092\u540c\u3058\u3068\u307f\u306a\u3057\u305f\u308a\u3001\u5225\u3068\u307f\u306a\u3057\u305f\u308a\u304c\u63fa\u308c\u307e\u3059\u3002**\n\n**7\u756a\u76ee\u3067\u984d\u3092\u6c7a\u3081\u308b\u306e\u306f\u62c5\u5f53\u3067\u3059\u3002** \u753b\u9762\u306b\u51fa\u308b\u306e\u306f\u8a18\u9332\u306e\u8cb7\u53d6\u984d\u30fb\u8ca9\u58f2\u984d\u30fb\u58f2\u308c\u308b\u307e\u3067\u306e\u65e5\u6570\u3060\u3051\u3067\u3001**\u300c\u3053\u306e\u6a5f\u5668\u306f\u301c\u5186\u3067\u8cb7\u3044\u53d6\u308c\u307e\u3059\u300d\u3068\u3044\u3046\u63d0\u6848\u306f\u51fa\u3057\u307e\u305b\u3093\u3002** \u72b6\u614b\u306e\u50b7\u307f\u3001\u9700\u8981\u306e\u5b63\u7bc0\u3001\u5009\u5eab\u306e\u7a7a\u304d\u3092\u898b\u3066\u6c7a\u3081\u308b\u306e\u306f\u3001\u8cb7\u53d6\u306e\u62c5\u5f53\u3067\u3059\u3002","after_flow_steps":["**\u3010\u4eba\u3011** \u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u9298\u677f\u306e\u5199\u771f\u304b\u3089\u578b\u5f0f\u3068\u88fd\u9020\u5e74\u3092\u8aad\u307f\u3001\u76f8\u8ac7\u306e\u6587\u3068\u4e00\u7dd2\u306b\u753b\u9762\u306b\u8cbc\u308b","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u76f8\u8ac7\u304b\u3089\u3001\u6a5f\u5668\u3054\u3068\u306b\u54c1\u76ee\u30fb\u30e1\u30fc\u30ab\u30fc\u30fb\u578b\u5f0f\u30fb\u88fd\u9020\u5e74\u30fb\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u30fb\u72b6\u614b\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** Lambda \u304c\u578b\u5f0f\u3092\u7d22\u5f15\u3068\u540c\u3058\u5f62\u306b\u305d\u308d\u3048\u3001\u7cfb\u7d71\u306e\u90e8\u5206\u3092\u5207\u308a\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** OpenSearch \u304c\u54c1\u76ee\u3068\u30e1\u30fc\u30ab\u30fc\u3067\u7d5e\u308a\u3001\u7cfb\u7d71\u306e\u5148\u982d\u4e00\u81f4\u3067\u5f15\u304d\u3001\u578b\u5f0f\u306e\u5b8c\u5168\u4e00\u81f4\u30fb\u88fd\u9020\u5e74\u30fb\u8ca9\u58f2\u306e\u6642\u671f\u306e\u8fd1\u3055\u3067\u4e26\u3079\u308b","**\u3010\u81ea\u52d5\u3011** Lambda \u304c\u5019\u88dc\u3054\u3068\u306b\u3001\u76f8\u8ac7\u306e\u6a5f\u5668\u3068\u9055\u3046\u9805\u76ee\uff08\u578b\u5f0f\u306e\u672b\u5c3e\u30fb\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u30fb\u72b6\u614b\uff09\u3092\u8a18\u9332\u304b\u3089\u4e26\u3079\u308b","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u5019\u88dc\u3068\u9055\u3046\u70b9\u3092\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u305f\u8868\u3068\u3001\u78ba\u304b\u3081\u308b\u70b9\u306e\u30e1\u30e2\u3092\u4f5c\u308b","**\u3010\u4eba\u3011** \u8cb7\u53d6\u306e\u62c5\u5f53\u304c\u5019\u88dc\u3068\u9055\u3046\u70b9\u3092\u898b\u3066\u3001\u72b6\u614b\u306e\u5199\u771f\u3092\u78ba\u304b\u3081\u3001\u8cb7\u53d6\u306e\u984d\u3092\u6c7a\u3081\u3066\u898b\u7a4d\u3092\u8fd4\u3059"],"architecture":"```\n\u8ca9\u58f2\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\uff08\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332\uff1a\u54c1\u76ee\u30fb\u30e1\u30fc\u30ab\u30fc\u30fb\u578b\u5f0f\u30fb\u88fd\u9020\u5e74\u30fb\u72b6\u614b\u30fb\u8cb7\u53d6\u984d\u30fb\u8ca9\u58f2\u984d\u30fb\u65e5\u4ed8\uff09\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057\uff08\u65b0\u3057\u3044\u8cb7\u53d6\u30fb\u8ca9\u58f2\uff09\nAWS Lambda \u2500\u2500 \u578b\u5f0f\u306e\u7cfb\u7d71\u3092\u5207\u308a\u51fa\u3057\u3001\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u3092\u533a\u5206\u306b\u3057\u3001\u58f2\u308c\u308b\u307e\u3067\u306e\u65e5\u6570\u3092\u8a08\u7b97\n   \u25bc\nAmazon OpenSearch Service\n   \u2502   \u8a18\u9332\u306e\u7d22\u5f15\uff1a\u54c1\u76ee\u30fb\u30e1\u30fc\u30ab\u30fc\u30fb\u578b\u5f0f\uff08normalizer \u3067\u305d\u308d\u3048\u305f keyword\uff09\u30fb\u7cfb\u7d71\n   \u2502               \u88fd\u9020\u5e74\u30fb\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u30fb\u72b6\u614b\u30fb\u8cb7\u53d6\u984d\u30fb\u8ca9\u58f2\u984d\u30fb\u58f2\u308c\u308b\u307e\u3067\u306e\u65e5\u6570\n   \u25bc\u3010\u4eba\u3011\u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u76f8\u8ac7\u3092\u8cbc\u308b\nAWS Lambda\n   \u251c\u2500\u2500\u25b6 Claude\uff08Amazon Bedrock\uff09\u2500\u2500 \u76f8\u8ac7\u3092\u6a5f\u5668\u3054\u3068\u306e\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u308b\n   \u251c\u2500\u2500\u25b6 \u578b\u5f0f\u3092\u305d\u308d\u3048\u308b \u2500\u2500\u25b6 OpenSearch \u2500\u2500 \u7cfb\u7d71\u306e\u5148\u982d\u4e00\u81f4\u3068\u3001\u5e74\u5f0f\u30fb\u6642\u671f\u306e\u8fd1\u3055\u3067\u4e26\u3079\u308b\n   \u251c\u2500\u2500\u25b6 \u9055\u3046\u9805\u76ee\u3092\u4e26\u3079\u308b\n   \u251c\u2500\u2500\u25b6 Claude\uff08Amazon Bedrock\uff09\u2500\u2500 \u5019\u88dc\u3068\u9055\u3046\u70b9\u3092\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u305f\u8868\n   \u25bc\n\u8cb7\u53d6\u306e\u62c5\u5f53\u306e\u753b\u9762 \u2500\u2500\u3010\u4eba\u3011\u72b6\u614b\u3092\u78ba\u304b\u3081\u3001\u984d\u3092\u6c7a\u3081\u3066\u898b\u7a4d\u3092\u8fd4\u3059\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u691c\u7d22\u57fa\u76e4 | Amazon OpenSearch Service\uff08normalizer\u3001prefix\u3001function_score \u306e gauss\uff09 | Azure AI Search\u3001Vertex AI Search\uff08Agent Search\uff09 |\n| \u751f\u6210AI | Claude\uff08Amazon Bedrock \u306e Converse API\u3001\u69cb\u9020\u5316\u51fa\u529b\uff09 | Azure OpenAI\uff08Microsoft Foundry\uff09\u3001OpenAI API |\n| \u9023\u643a | AWS Lambda\uff08\u53d6\u308a\u8fbc\u307f\u3001\u578b\u5f0f\u306e\u305d\u308d\u3048\u3001\u9055\u3046\u9805\u76ee\u306e\u4f5c\u6210\u3001\u691c\u7d22\u306e\u547c\u3073\u51fa\u3057\uff09 | AWS Step Functions |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u53d6\u308a\u8fbc\u307f\u306e\u5199\u3057\u3001\u76f8\u8ac7\u3068\u5019\u88dc\u3068\u6c7a\u3081\u305f\u984d\u306e\u8a18\u9332\uff09 | \u793e\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u8ca9\u58f2\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u3068\u53e4\u7269\u306e\u5e33\u7c3f\u306b\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u8cb7\u53d6\u304c\u6c7a\u307e\u3063\u305f\u5f8c\u306e\u5e33\u7c3f\u3078\u306e\u8a18\u8f09\u306f\u3001\u3044\u3064\u3082\u306e\u624b\u9806\u3067\u884c\u3044\u307e\u3059\u3002\n\n**\u8cb7\u53d6\u306e\u8a18\u9332\u306b\u306f\u3001\u58f2\u308a\u624b\u306e\u60c5\u5831\u304c\u4ed8\u3044\u3066\u3044\u307e\u3059\u3002** \u53e4\u7269\u55b6\u696d\u6cd5\u306e\u7b2c16\u6761\u306f\u3001\u53e4\u7269\u5546\u304c\u53e4\u7269\u3092\u53d7\u3051\u53d6\u308a\u3001\u53c8\u306f\u5f15\u304d\u6e21\u3057\u305f\u3068\u304d\u306b\u3001**\u53d6\u5f15\u306e\u5e74\u6708\u65e5\u3001\u53e4\u7269\u306e\u54c1\u76ee\u53ca\u3073\u6570\u91cf\u3001\u53e4\u7269\u306e\u7279\u5fb4\u3001\u76f8\u624b\u65b9\u306e\u4f4f\u6240\u30fb\u6c0f\u540d\u30fb\u8077\u696d\u30fb\u5e74\u9f62\u306a\u3069\u3092\u5e33\u7c3f\u7b49\u306b\u8a18\u8f09\u3057\u3001\u53c8\u306f\u96fb\u78c1\u7684\u65b9\u6cd5\u306b\u3088\u308a\u8a18\u9332\u3057\u3066\u304a\u304b\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044**\u3068\u3057\u3066\u3044\u307e\u3059\u3002**\u3053\u306e\u69cb\u6210\u306e\u7d22\u5f15\u306b\u5165\u308c\u308b\u306e\u306f\u3001\u54c1\u76ee\u30fb\u7279\u5fb4\u30fb\u91d1\u984d\u30fb\u65e5\u4ed8\u3060\u3051\u3067\u3059\u3002** \u76f8\u624b\u65b9\u306e\u60c5\u5831\u306f\u3001\u5e33\u7c3f\u306e\u5074\u306b\u3060\u3051\u7f6e\u304d\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u8d77\u70b9\u306f2\u3064\u3042\u308a\u307e\u3059\u3002\u6bce\u6669\u306e\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332\u306e\u53d6\u308a\u8fbc\u307f\u3068\u3001\u53d7\u4ed8\u306e\u62c5\u5f53\u306e\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u3067\u3059\u3002**\n\n\u53d6\u308a\u8fbc\u307f\u306f\u3001\u524d\u306e\u65e5\u307e\u3067\u306e\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332\u3092\u66f8\u304d\u51fa\u3057\u3001\u7d22\u5f15\u306b\u52a0\u3048\u307e\u3059\u3002**\u540c\u3058\u6a5f\u5668\u306e\u8cb7\u53d6\u306e\u8a18\u9332\u3068\u8ca9\u58f2\u306e\u8a18\u9332\u306f\u3001\u7ba1\u7406\u756a\u53f7\u3067\u3064\u306a\u3044\u30671\u3064\u306e\u6587\u66f8\u306b\u3057\u307e\u3059\u3002** \u8cb7\u53d6\u306e\u6642\u70b9\u3067\u306f\u8ca9\u58f2\u984d\u3068\u58f2\u308c\u308b\u307e\u3067\u306e\u65e5\u6570\u304c\u7a7a\u3067\u3001\u58f2\u308c\u305f\u65e5\u306b\u540c\u3058\u6587\u66f8\u3092\u4e0a\u66f8\u304d\u3057\u307e\u3059\u3002\n\n\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u306f\u3001\u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u76f8\u8ac7\u3068\u9298\u677f\u306e\u578b\u5f0f\u3092\u8cbc\u3063\u305f\u5f8c\u306b\u62bc\u3057\u307e\u3059\u3002**\u9589\u5e97\u306e\u76f8\u8ac7\u30671\u5e97\u304b\u3089\u4f55\u70b9\u3082\u6765\u308b\u3068\u304d\u306f\u3001\u307e\u3068\u3081\u3066\u8cbc\u308b\u3068\u6a5f\u5668\u3054\u3068\u306b\u5206\u3051\u3066\u5f15\u304d\u307e\u3059\u3002** \u54c1\u76ee\u306e\u533a\u5206\u306e\u8868\u3068\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u306e\u8a00\u3044\u63db\u3048\u306e\u8868\u306f\u3001\u8cb7\u53d6\u306e\u62c5\u5f53\u304c\u6708\u306b1\u56de\u898b\u76f4\u3057\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u8cb7\u53d6\u306e\u76f8\u8ac7 | \u30d5\u30a9\u30fc\u30e0\u306e\u672c\u6587\u3001\u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u9298\u677f\u304b\u3089\u8aad\u3093\u3060\u578b\u5f0f\u3068\u88fd\u9020\u5e74\u3001\u72b6\u614b\u306e\u30e1\u30e2 | \u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u8cbc\u308b |\n| \u8cb7\u53d6\u306e\u8a18\u9332 | \u7ba1\u7406\u756a\u53f7\u3001\u54c1\u76ee\u3001\u30e1\u30fc\u30ab\u30fc\u3001\u578b\u5f0f\u3001\u88fd\u9020\u5e74\u3001\u72b6\u614b\u306e\u30e9\u30f3\u30af\u3001\u8cb7\u53d6\u984d\u3001\u8cb7\u53d6\u306e\u65e5 | \u8ca9\u58f2\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f |\n| \u8ca9\u58f2\u306e\u8a18\u9332 | \u8ca9\u58f2\u984d\u3001\u8ca9\u58f2\u306e\u65e5\u3001\u8ca9\u58f2\u306e\u7d4c\u8def\uff08\u5e97\u982d\u30fb\u901a\u8ca9\uff09\u3001\u4fdd\u8a3c\u306e\u4fee\u7406\u306e\u6709\u7121 | \u8ca9\u58f2\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f |\n| \u6a5f\u5668\u306e\u533a\u5206 | \u30ac\u30b9\u306e\u7a2e\u985e\uff08\u90fd\u5e02\u30ac\u30b9\u30fb\u30d7\u30ed\u30d1\u30f3\u30ac\u30b9\uff09\u3001\u96fb\u6e90\uff08\u5358\u76f8100V\u30fb\u5358\u76f8200V\u30fb\u4e09\u76f8200V\uff09\u3001\u6249\u306e\u6570\u30fb\u5bb9\u91cf\u306a\u3069\u306e\u30e1\u30e2 | \u8cb7\u53d6\u306e\u8a18\u9332\u306e\u30e1\u30e2 |\n| \u8a00\u3044\u63db\u3048\u306e\u8868 | \u300c13A\u300d\u2192\u90fd\u5e02\u30ac\u30b9\u3001\u300cLP\u300d\u2192\u30d7\u30ed\u30d1\u30f3\u30ac\u30b9\u3001\u300c3\u76f8\u300d\u2192\u4e09\u76f8200V \u306a\u3069\u306e\u8868 | \u8cb7\u53d6\u306e\u62c5\u5f53\u3067\u4f5c\u308b\u8868 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u30ac\u30b9\u306e\u7a2e\u985e\u3068\u96fb\u6e90\u306e\u533a\u5206\u3067\u3059\u3002** \u8a18\u9332\u306e\u30e1\u30e2\u306b\u300cLP\u300d\u300c\u30d7\u30ed\u30d1\u30f3\u300d\u300cLPG\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u3001\u8a00\u3044\u63db\u3048\u306e\u8868\u3067\u305d\u308d\u3048\u307e\u3059\u3002**\u30e1\u30e2\u306b\u7121\u3044\u6a5f\u5668\u306f\u3001\u533a\u5206\u3092\u7a7a\u306e\u307e\u307e\u6b8b\u3057\u307e\u3059\u3002** \u7a7a\u3092\u90fd\u5e02\u30ac\u30b9\u3068\u898b\u306a\u3059\u3068\u3001\u7b2c3\u7ae0\u306e\uff08c\uff09\u304c\u305d\u306e\u307e\u307e\u8d77\u304d\u307e\u3059\u3002\n\n**\u58f2\u308a\u624b\u306e\u540d\u524d\u3068\u4f4f\u6240\u306f\u3001\u7d22\u5f15\u306b\u3082\u751f\u6210AI\u306b\u3082\u6e21\u3057\u307e\u305b\u3093\u3002** \u76f8\u8ac7\u306e\u30d5\u30a9\u30fc\u30e0\u306b\u5e97\u306e\u540d\u524d\u3084\u62c5\u5f53\u8005\u306e\u540d\u524d\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u3001\u8cbc\u308b\u524d\u306e\u753b\u9762\u3067\u4f0f\u305b\u307e\u3059\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u3069\u3046\u53d6\u308b\u304b |\n|:--|:--|:--|\n| \u54c1\u76ee\u3068\u30e1\u30fc\u30ab\u30fc\u304c\u540c\u3058\u8a18\u9332 | \u8a18\u9332\u306e\u7d22\u5f15 | `filter` \u306e `term`\uff08`category`\u30fb`maker`\uff09 |\n| \u7cfb\u7d71\u304c\u540c\u3058\u8a18\u9332 | \u8a18\u9332\u306e\u7d22\u5f15 | `filter` \u306e `prefix`\uff08`model_norm`\uff09 |\n| \u578b\u5f0f\u304c\u5b8c\u5168\u306b\u540c\u3058\u8a18\u9332 | \u8a18\u9332\u306e\u7d22\u5f15 | `should` \u306e `term`\uff08`model_norm`\u3002\u70b9\u6570\u3092\u4e0a\u3052\u308b\uff09 |\n| \u5e74\u5f0f\u3068\u8ca9\u58f2\u306e\u6642\u671f\u306e\u8fd1\u3055 | \u8a18\u9332\u306e\u7d22\u5f15 | `function_score` \u306e `gauss`\uff08`made_year`\u30fb`sold_on`\uff09 |\n| \u9055\u3046\u9805\u76ee\u306e\u6750\u6599 | \u8a18\u9332\u306e\u7d22\u5f15 | `_source` \u306e `model_norm`\u30fb`gas`\u30fb`power`\u30fb`grade` |\n\n**\u578b\u5f0f\u306f `normalizer` \u3092\u4ed8\u3051\u305f `keyword` \u3067\u6301\u3061\u307e\u3059\u3002** OpenSearch \u306e\u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001normalizer \u306f analyzer \u306b\u4f3c\u3066\u3044\u307e\u3059\u304c**1\u3064\u306e\u30c8\u30fc\u30af\u30f3\u3060\u3051\u3092\u51fa\u3057**\u3001\u6587\u5b57\u5358\u4f4d\u306e\u64cd\u4f5c\u3092\u3059\u308b\u6587\u5b57\u30d5\u30a3\u30eb\u30bf\u30fc\u3068\u30c8\u30fc\u30af\u30f3\u30d5\u30a3\u30eb\u30bf\u30fc\u3060\u3051\u3092\u6301\u3066\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4f7f\u3048\u308b\u3082\u306e\u3068\u3057\u3066\u3001\u6587\u5b57\u30d5\u30a3\u30eb\u30bf\u30fc\u306e `pattern_replace`\u30fb`mapping`\u3001\u30c8\u30fc\u30af\u30f3\u30d5\u30a3\u30eb\u30bf\u30fc\u306e `cjk_width`\u30fb`uppercase`\u30fb`trim` \u306a\u3069\u304c\u6319\u3052\u3089\u308c\u3066\u3044\u307e\u3059\u3002**`cjk_width` \u3067\u5168\u89d2\u3092\u534a\u89d2\u306b\u3001`pattern_replace` \u3067\u30cf\u30a4\u30d5\u30f3\u3068\u7a7a\u767d\u3092\u6d88\u3057\u3001`uppercase` \u3067\u5927\u6587\u5b57\u306b\u305d\u308d\u3048\u307e\u3059\u3002**\n\n**\u7cfb\u7d71\u306e\u691c\u7d22\u306f `prefix` \u3067\u884c\u3044\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`prefix` \u306f\u9805\u76ee\u306e\u8a9e\u304c\u6307\u5b9a\u3057\u305f\u5148\u982d\u306e\u6587\u5b57\u5217\u3067\u59cb\u307e\u308b\u6587\u66f8\u3092\u63a2\u3059\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u540c\u6642\u306b\u3001`search.allow_expensive_queries` \u304c `false` \u3060\u3068 `prefix` \u306f\u5b9f\u884c\u3055\u308c\u305a\u3001`index_prefixes` \u3092\u6709\u52b9\u306b\u3057\u3066\u3044\u308c\u3070\u305d\u306e\u8a2d\u5b9a\u306b\u304b\u304b\u308f\u3089\u305a\u6700\u9069\u5316\u3057\u305f\u691c\u7d22\u304c\u7d44\u307e\u308c\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u30c9\u30e1\u30a4\u30f3\u306e\u8a2d\u5b9a\u3092\u78ba\u304b\u3081\u3001\u5fc5\u8981\u306a\u3089\u7cfb\u7d71\u3092\u5225\u306e `keyword` \u306e\u9805\u76ee\uff08`family`\uff09\u3068\u3057\u3066\u53d6\u308a\u8fbc\u307f\u6642\u306b\u5207\u308a\u51fa\u3057\u3066\u6301\u3061\u3001`term` \u3067\u5f15\u304d\u307e\u3059\u3002** \u672c\u8a18\u4e8b\u306f\u3053\u3061\u3089\u3092\u65e2\u5b9a\u306b\u3057\u3001`prefix` \u306f\u7cfb\u7d71\u306e\u8868\u306b\u7121\u3044\u578b\u5f0f\u306e\u3068\u304d\u306e\u88dc\u52a9\u306b\u3057\u307e\u3059\u3002\n\n**\u691c\u7d22\u306e\u5024\u3082\u3001Lambda \u3067\u7d22\u5f15\u3068\u540c\u3058\u5f62\u306b\u305d\u308d\u3048\u3066\u304b\u3089\u6e21\u3057\u307e\u3059\u3002** `prefix` \u306b\u6e21\u3057\u305f\u6587\u5b57\u5217\u306b\u3069\u3053\u307e\u3067 normalizer \u304c\u304b\u304b\u308b\u304b\u306b\u983c\u3089\u305a\u3001**\u7d22\u5f15\u306e\u5024\u3068\u691c\u7d22\u306e\u5024\u3092\u540c\u3058\u95a2\u6570\u3067\u4f5c\u308a\u307e\u3059\u3002**\n\n```json\nGET \/kitchen_records\/_search\n{\n  \"size\": 10,\n  \"_source\": [\"record_no\", \"model_norm\", \"made_year\", \"gas\", \"power\", \"grade\",\n              \"buy_price\", \"sell_price\", \"days_to_sell\", \"sold_on\"],\n  \"query\": { \"function_score\": {\n    \"query\": { \"bool\": {\n      \"filter\": [\n        { \"term\": { \"category\": \"refrigerator\" } },\n        { \"term\": { \"maker\": \"MAKER_A\" } },\n        { \"term\": { \"family\": \"HR120\" } },\n        { \"exists\": { \"field\": \"made_year\" } } ],\n      \"should\": [\n        { \"term\": { \"model_norm\": { \"value\": \"HR120AT\", \"boost\": 3 } } },\n        { \"term\": { \"power\": \"single_100v\" } } ] } },\n    \"functions\": [\n      { \"gauss\": { \"made_year\": { \"origin\": 2019, \"offset\": 1, \"scale\": 3 } } },\n      { \"gauss\": { \"sold_on\": { \"origin\": \"now\", \"offset\": \"90d\", \"scale\": \"540d\" } } } ],\n    \"score_mode\": \"multiply\" } }\n}\n```\n\n**`made_year` \u3092 `exists` \u3067\u7d5e\u308b\u306e\u306f\u3001\u6e1b\u8870\u95a2\u6570\u306e\u6c7a\u307e\u308a\u306e\u305f\u3081\u3067\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u6e1b\u8870\u95a2\u6570\u306f**\u9805\u76ee\u306e\u7121\u3044\u6587\u66f8\u306b1\u70b9\u3092\u8fd4\u3059**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u88fd\u9020\u5e74\u306e\u5206\u304b\u3089\u306a\u3044\u8a18\u9332\u306f\u3001\u4f55\u3082\u3057\u306a\u3044\u3068\u5e74\u5f0f\u304c\u5b8c\u5168\u306b\u4e00\u81f4\u3057\u305f\u8a18\u9332\u3068\u540c\u3058\u70b9\u6570\u306b\u306a\u308a\u307e\u3059\u3002**\u88fd\u9020\u5e74\u304c\u7a7a\u306e\u8a18\u9332\u306f\u3001\u5225\u306e\u691c\u7d22\u3067\u4ef6\u6570\u3060\u3051\u3092\u6570\u3048\u3066\u300c\u5e74\u5f0f\u4e0d\u660e\u300d\u3068\u3057\u3066\u51fa\u3057\u307e\u3059\u3002** \u8ca9\u58f2\u306e\u65e5\u304c\u7a7a\u306e\u8a18\u9332\uff08\u58f2\u308c\u3066\u3044\u306a\u3044\u6a5f\u5668\uff09\u3082\u540c\u3058\u7406\u7531\u3067\u3001\u4e26\u3079\u66ff\u3048\u306e\u70b9\u6570\u3092\u5f53\u3066\u306b\u305b\u305a\u3001\u300c\u58f2\u308c\u3066\u3044\u306a\u3044\u300d\u3068\u753b\u9762\u306b\u51fa\u3057\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u578b\u5f0f\u3092\u305d\u308d\u3048\u308b** \u2026 \u5168\u89d2\u3092\u534a\u89d2\u306b\u3001\u30cf\u30a4\u30d5\u30f3\u30fb\u7a7a\u767d\u30fb\u30b9\u30e9\u30c3\u30b7\u30e5\u3092\u6d88\u3057\u3001\u5927\u6587\u5b57\u306b\u3057\u307e\u3059\uff08\u7d22\u5f15\u306e normalizer \u3068\u540c\u3058\u898f\u5247\u3092 Lambda \u306b\u3082\u6301\u305f\u305b\u307e\u3059\uff09\n2. **\u7cfb\u7d71\u3092\u5207\u308a\u51fa\u3059** \u2026 \u30e1\u30fc\u30ab\u30fc\u3054\u3068\u306e\u7cfb\u7d71\u306e\u898f\u5247\uff08\u578b\u5f0f\u306e\u5148\u982d\u306e\u82f1\u5b57\u3068\u5bb9\u91cf\u306e\u6570\u5b57\u307e\u3067\u3001\u306a\u3069\uff09\u3067 `family` \u3092\u4f5c\u308a\u307e\u3059\u3002\u898f\u5247\u306b\u5f53\u305f\u3089\u306a\u3044\u578b\u5f0f\u306f\u7a7a\u306e\u307e\u307e\u6b8b\u3057\u307e\u3059\n3. **\u30ac\u30b9\u306e\u7a2e\u985e\u3068\u96fb\u6e90\u3092\u533a\u5206\u306b\u3059\u308b** \u2026 \u8a00\u3044\u63db\u3048\u306e\u8868\u3067 `city_gas`\u30fb`lp_gas`\u3001`single_100v`\u30fb`single_200v`\u30fb`three_200v` \u306b\u3057\u307e\u3059\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `unknown` \u306b\u3057\u307e\u3059\n4. **\u88fd\u9020\u5e74\u3092\u6574\u6570\u306b\u3059\u308b** \u2026 \u300c2019\u5e74\u88fd\u300d\u300c19\u5e74\u300d\u300c\u4ee4\u548c\u5143\u5e74\u300d\u3092 2019 \u306b\u3057\u307e\u3059\n5. **\u58f2\u308c\u308b\u307e\u3067\u306e\u65e5\u6570\u3092\u8a08\u7b97\u3059\u308b** \u2026 \u8cb7\u53d6\u306e\u65e5\u304b\u3089\u8ca9\u58f2\u306e\u65e5\u307e\u3067\u306e\u65e5\u6570\u3092 `days_to_sell` \u306b\u6301\u3061\u307e\u3059\n6. **\u72b6\u614b\u306e\u30e9\u30f3\u30af\u3092\u305d\u308d\u3048\u308b** \u2026 \u62c5\u5f53\u3054\u3068\u306e\u66f8\u304d\u65b9\uff08\u300cA\u300d\u300c\u7f8e\u54c1\u300d\u300c\u4e0a\u300d\uff09\u3092\u3001\u8cb7\u53d6\u306e\u62c5\u5f53\u3067\u6c7a\u3081\u305f4\u6bb5\u968e\u306b\u305d\u308d\u3048\u307e\u3059\n\n**2\u756a\u76ee\u306e\u7cfb\u7d71\u306e\u898f\u5247\u306f\u3001\u30e1\u30fc\u30ab\u30fc\u3054\u3068\u306b\u8cb7\u53d6\u306e\u62c5\u5f53\u3068\u4f5c\u308a\u307e\u3059\u3002** \u578b\u5f0f\u306e\u672b\u5c3e\u306e\u82f1\u5b57\u304c\u5e74\u5f0f\u306e\u9055\u3044\u3092\u8868\u3059\u30e1\u30fc\u30ab\u30fc\u3082\u3042\u308c\u3070\u3001\u96fb\u6e90\u3084\u30ac\u30b9\u306e\u7a2e\u985e\u3092\u8868\u3059\u30e1\u30fc\u30ab\u30fc\u3082\u3042\u308a\u307e\u3059\u3002**\u672b\u5c3e\u304c\u96fb\u6e90\u3084\u30ac\u30b9\u306e\u7a2e\u985e\u3092\u8868\u3059\u30e1\u30fc\u30ab\u30fc\u3067\u306f\u3001\u672b\u5c3e\u3092\u7cfb\u7d71\u306b\u542b\u3081\u305a\u306b\u3001\u5fc5\u305a\u9055\u3046\u9805\u76ee\u3068\u3057\u3066\u51fa\u3057\u307e\u3059\u3002**\n\n**6\u756a\u76ee\u306e\u72b6\u614b\u306e\u30e9\u30f3\u30af\u306f\u3001\u305d\u308d\u3048\u306a\u3044\u3068\u5e74\u5f0f\u304c\u8fd1\u304f\u3066\u3082\u5024\u304c\u6bd4\u3079\u3089\u308c\u307e\u305b\u3093\u3002** \u72b6\u614b\u306f\u8cb7\u53d6\u306e\u62c5\u5f53\u304c\u6a5f\u5668\u3092\u898b\u3066\u4ed8\u3051\u308b\u3082\u306e\u3067\u3001**\u76f8\u8ac7\u306e\u6642\u70b9\u306e\u72b6\u614b\u306f\u5199\u771f\u3068\u53d7\u4ed8\u306e\u30e1\u30e2\u3060\u3051\u3067\u3059\u3002** \u76f8\u8ac7\u306e\u5074\u306e\u72b6\u614b\u306f\u3001\u30e9\u30f3\u30af\u3067\u306f\u306a\u304f\u66f8\u304b\u308c\u305f\u307e\u307e\u306e\u8a00\u8449\u3067\u753b\u9762\u306b\u51fa\u3057\u307e\u3059\u3002\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**AI\u306e\u4ed5\u4e8b\u306f2\u3064\u3067\u3059\u3002** \u76f8\u8ac7\u3092\u6a5f\u5668\u3054\u3068\u306e\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u308b\u3053\u3068\u3068\u3001\u5019\u88dc\u3068\u9055\u3046\u70b9\u3092\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u305f\u8868\u3092\u4f5c\u308b\u3053\u3068\u3067\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u3055\u305b\u306a\u3044\u3053\u3068 |\n|:--|:--|\n| \u6a5f\u5668\u3054\u3068\u306b\u3001\u54c1\u76ee\u30fb\u30e1\u30fc\u30ab\u30fc\u30fb\u578b\u5f0f\u30fb\u88fd\u9020\u5e74\u30fb\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u30fb\u72b6\u614b\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3059 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u88fd\u9020\u5e74\u3084\u30ac\u30b9\u306e\u7a2e\u985e\u3092\u3001\u578b\u5f0f\u3084\u54c1\u540d\u304b\u3089\u63a8\u3057\u91cf\u308b\u3053\u3068 |\n| \u54c1\u76ee\u3092\u3001\u6c7a\u3081\u3089\u308c\u305f\u533a\u5206\u304b\u3089\u9078\u3076 | \u91d1\u984d\u3092\u8a08\u7b97\u3059\u308b\u3053\u3068\u3001\u5e73\u5747\u3084\u5024\u5e45\u3092\u51fa\u3059\u3053\u3068 |\n| \u5019\u88dc\u3054\u3068\u306b\u3001\u8a18\u9332\u306e\u5024\u3068\u9055\u3046\u9805\u76ee\u3092\u8868\u306b\u3059\u308b | \u8cb7\u53d6\u306e\u984d\u3092\u63d0\u6848\u3059\u308b\u3053\u3068 |\n| \u78ba\u304b\u3081\u308b\u70b9\uff08\u9298\u677f\u306e\u8aad\u307f\u76f4\u3057\u30fb\u30ac\u30b9\u306e\u7a2e\u985e\u306e\u78ba\u8a8d\u306a\u3069\uff09\u3092\u307e\u3068\u3081\u308b | \u6a5f\u5668\u304c\u5b89\u5168\u306b\u4f7f\u3048\u308b\u304b\u3001\u8a2d\u7f6e\u3067\u304d\u308b\u304b\u3092\u66f8\u304f\u3053\u3068 |\n\n**\u8cb7\u53d6\u306e\u984d\u3092\u63d0\u6848\u3055\u305b\u306a\u3044\u306e\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u7dda\u3067\u3059\u3002** \u751f\u6210AI\u306b\u904e\u53bb\u306e\u8cb7\u53d6\u984d\u3068\u8ca9\u58f2\u984d\u3092\u6e21\u305b\u3070\u3001\u305d\u308c\u3089\u3057\u3044\u984d\u3092\u8fd4\u3057\u307e\u3059\u3002**\u305d\u306e\u984d\u306b\u306f\u3001\u6a5f\u5668\u306e\u50b7\u307f\u3082\u3001\u5b63\u7bc0\u306e\u9700\u8981\u3082\u3001\u5009\u5eab\u306e\u7a7a\u304d\u3082\u5165\u3063\u3066\u3044\u307e\u305b\u3093\u3002** \u753b\u9762\u306b\u984d\u304c\u51fa\u308c\u3070\u3001\u9589\u5e97\u306e\u76f8\u8ac7\u304c\u91cd\u306a\u3063\u305f\u65e5\u307b\u3069\u3001\u305d\u306e\u984d\u304c\u898b\u7a4d\u306b\u5199\u308a\u307e\u3059\u3002\n\n**\u30ac\u30b9\u306e\u7a2e\u985e\u3092\u63a8\u3057\u91cf\u3089\u305b\u306a\u3044\u306e\u3082\u540c\u3058\u7406\u7531\u3067\u3059\u3002** \u578b\u5f0f\u306e\u672b\u5c3e\u306e\u82f1\u5b57\u304c\u30ac\u30b9\u306e\u7a2e\u985e\u3092\u8868\u3059\u304b\u306f\u30e1\u30fc\u30ab\u30fc\u3054\u3068\u306b\u9055\u3044\u3001**AI\u304c\u63a8\u3057\u305f\u533a\u5206\u304c\u5916\u308c\u308b\u3068\u3001\u5225\u306e\u6a5f\u5668\u306e\u5024\u3067\u898b\u7a4d\u3082\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n1\u56de\u76ee\uff08\u76f8\u8ac7\u306e\u8aad\u307f\u66ff\u3048\uff09\u306e\u6307\u793a\u3067\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u4e2d\u53e4\u306e\u53a8\u623f\u6a5f\u5668\u306e\u8cb7\u53d6\u5e97\u3067\u3001\u98f2\u98df\u5e97\u304b\u3089\u306e\u8cb7\u53d6\u306e\u76f8\u8ac7\u3092\u6574\u7406\u3059\u308b\u7acb\u5834\u3067\u3059\u3002\n\u3010\u76f8\u8ac7\u3011\u304b\u3089\u3001\u6a5f\u5668\u3054\u3068\u306b\u904e\u53bb\u306e\u8a18\u9332\u3092\u63a2\u3059\u305f\u3081\u306e\u6761\u4ef6\u3092\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u3082\u306e\uff08\u6a5f\u5668\u3054\u3068\uff09\u3011\n- category: \u54c1\u76ee\u3002\u3010\u54c1\u76ee\u306e\u533a\u5206\u3011\u304b\u30891\u3064\u9078\u3076\u3002\u9078\u3079\u306a\u3051\u308c\u3070\u7a7a\n- maker_raw: \u30e1\u30fc\u30ab\u30fc\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\n- model_raw: \u578b\u5f0f\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\uff08\u300cHR-120AT\u300d\u306a\u3069\uff09\n- year_raw: \u88fd\u9020\u5e74\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\u3002\u7121\u3051\u308c\u3070\u7a7a\n- gas_raw: \u30ac\u30b9\u306e\u7a2e\u985e\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\uff08\u300c13A\u300d\u300cLP\u300d\u306a\u3069\uff09\u3002\u7121\u3051\u308c\u3070\u7a7a\n- power_raw: \u96fb\u6e90\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\uff08\u300c\u5358\u76f8200V\u300d\u306a\u3069\uff09\u3002\u7121\u3051\u308c\u3070\u7a7a\n- condition_raw: \u72b6\u614b\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\n- missing: \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u306e\u540d\u524d\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u88fd\u9020\u5e74\u30fb\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u578b\u5f0f\u3084\u54c1\u540d\u304b\u3089\u63a8\u3057\u91cf\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u578b\u5f0f\u306e\u6587\u5b57\u3092\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u30cf\u30a4\u30d5\u30f3\u3084\u5168\u89d2\u3082\u66f8\u304b\u308c\u305f\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u8cb7\u53d6\u306e\u984d\u306b\u3064\u3044\u3066\u3001\u4f55\u3082\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5e97\u306e\u540d\u524d\u30fb\u62c5\u5f53\u8005\u306e\u540d\u524d\u30fb\u4f4f\u6240\u306f\u5199\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u54c1\u76ee\u306e\u533a\u5206\u3011{categories}\n\u3010\u76f8\u8ac7\u3011{inquiry_text}\n```\n\n2\u56de\u76ee\uff08\u5019\u88dc\u306e\u8868\uff09\u306e\u6307\u793a\u3067\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u4e2d\u53e4\u306e\u53a8\u623f\u6a5f\u5668\u306e\u8cb7\u53d6\u5e97\u3067\u3001\u8cb7\u53d6\u306e\u62c5\u5f53\u306b\u904e\u53bb\u306e\u8a18\u9332\u3092\u793a\u3059\u7acb\u5834\u3067\u3059\u3002\n\u3010\u5019\u88dc\u3011\u306f\u904e\u53bb\u306e\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332\u3067\u3059\u3002\u3010\u9055\u3046\u9805\u76ee\u3011\u306f\u30b7\u30b9\u30c6\u30e0\u304c\u4f5c\u3063\u305f\u3082\u306e\u3067\u3059\u3002\n\n\u3010\u66f8\u304d\u65b9\u3011\n- \u5019\u88dc\u3054\u3068\u306b\u3001\u8a18\u9332\u306e\u756a\u53f7\u30fb\u578b\u5f0f\u30fb\u88fd\u9020\u5e74\u30fb\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u30fb\u72b6\u614b\u306e\u30e9\u30f3\u30af\u30fb\n  \u8cb7\u53d6\u984d\u30fb\u8ca9\u58f2\u984d\u30fb\u58f2\u308c\u308b\u307e\u3067\u306e\u65e5\u6570\u3092\u3001\u8a18\u9332\u306e\u5024\u306e\u307e\u307e\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u3010\u9055\u3046\u9805\u76ee\u3011\u306f\u3001\u6587\u8a00\u3092\u5909\u3048\u305a\u306b\u305d\u306e\u307e\u307e\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u58f2\u308c\u3066\u3044\u306a\u3044\u5019\u88dc\u306f\u3001\u8ca9\u58f2\u984d\u3068\u65e5\u6570\u3092\u300c\u672a\u8ca9\u58f2\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6700\u5f8c\u306b\u3001\u53d7\u4ed8\u3067\u78ba\u304b\u3081\u308b\u70b9\uff08\u9298\u677f\u306e\u8aad\u307f\u76f4\u3057\u3001\u30ac\u30b9\u306e\u7a2e\u985e\u306e\u78ba\u8a8d\u306a\u3069\uff09\u3092\u307e\u3068\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u91d1\u984d\u3092\u8a08\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u5e73\u5747\u30fb\u5024\u5e45\u30fb\u5dee\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4eca\u56de\u306e\u8cb7\u53d6\u306e\u984d\u3092\u63d0\u6848\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u300c\u3088\u304f\u58f2\u308c\u308b\u300d\u300c\u4eba\u6c17\u300d\u306a\u3069\u3001\u8a18\u9332\u306b\u7121\u3044\u3053\u3068\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6a5f\u5668\u304c\u5b89\u5168\u306b\u4f7f\u3048\u308b\u304b\u3001\u8a2d\u7f6e\u3067\u304d\u308b\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u76f8\u8ac7\u306e\u6761\u4ef6\u3011{conditions}\n\u3010\u5019\u88dc\u3011{hits}\n\u3010\u9055\u3046\u9805\u76ee\u3011{differences}\n```\n\n**\u300c\u9055\u3046\u9805\u76ee\u3092\u6587\u8a00\u3092\u5909\u3048\u305a\u306b\u66f8\u304f\u300d\u304c\u30012\u56de\u76ee\u306e\u6307\u793a\u306e\u4e2d\u5fc3\u3067\u3059\u3002** AI\u306f\u300c\u30ac\u30b9\u306e\u7a2e\u985e\u304c\u9055\u3044\u307e\u3059\uff08LP\uff09\u300d\u3092\u300c\u30ac\u30b9\u306e\u7a2e\u985e\u306f\u554f\u984c\u3042\u308a\u307e\u305b\u3093\u300d\u306e\u3088\u3046\u306b\u8aad\u307f\u3084\u3059\u304f\u8a00\u3044\u63db\u3048\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u610f\u5473\u304c\u9006\u306b\u306a\u308b\u8a00\u3044\u63db\u3048\u3092\u9632\u3050\u305f\u3081\u3001\u5199\u3055\u305b\u3066\u5f8c\u3067\u7167\u5408\u3057\u307e\u3059\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**Bedrock \u306e Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u30012\u56de\u76ee\u306f\u6b21\u306e\u5f62\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"inquiry_no\": \"\",\n  \"item\": { \"category\": \"\", \"model_norm\": \"\", \"family\": \"\", \"made_year\": 0,\n            \"gas\": \"city_gas | lp_gas | none | unknown\",\n            \"power\": \"single_100v | single_200v | three_200v | unknown\" },\n  \"candidates\": [\n    { \"record_no\": \"\", \"model_norm\": \"\", \"made_year\": 0, \"grade\": \"\",\n      \"buy_price\": 0, \"sell_price\": 0, \"days_to_sell\": 0, \"sold\": true,\n      \"differences\": [\"\"] } ],\n  \"to_confirm\": [\"\"]\n}\n```\n\nAWS \u306e\u516c\u5f0f\u30da\u30fc\u30b8\u3067\u306f\u3001Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u3068\u5fdc\u7b54\u304c\u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u3044\u3001`enum` \u304c\u4f7f\u3048\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u3059\u3079\u3066\u306e `object` \u306b `additionalProperties: false` \u304c\u8981\u308a\u3001\u6570\u5024\u306e `minimum`\u30fb`maximum` \u306f\u4f7f\u3048\u307e\u305b\u3093\u3002** \u30ac\u30b9\u306e\u7a2e\u985e\u3068\u96fb\u6e90\u306f `enum` \u3067\u7e1b\u308a\u3001\u533a\u5206\u306e\u5916\u306e\u5024\u304c\u8fd4\u3089\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001AI\u304c\u8fd4\u3057\u305f\u91d1\u984d\u3068\u65e5\u6570\u3092\u7d22\u5f15\u306e\u5024\u3068\u7167\u5408\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** `record_no` \u3054\u3068\u306b\u3001`buy_price`\u30fb`sell_price`\u30fb`days_to_sell` \u304c `_source` \u3068\u4e00\u81f4\u3059\u308b\u304b\u3092 Lambda \u304c\u78ba\u304b\u3081\u307e\u3059\u3002**\u9055\u3048\u3070\u7d22\u5f15\u306e\u5024\u3067\u7f6e\u304d\u63db\u3048\u3001\u7f6e\u304d\u63db\u3048\u305f\u3053\u3068\u3092\u8a18\u9332\u3057\u307e\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001`differences` \u3092 Lambda \u304c\u4f5c\u3063\u305f\u6587\u3068\u7167\u5408\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** 1\u5b57\u3067\u3082\u9055\u3048\u3070\u8868\u3092\u51fa\u3055\u305a\u306b\u4f5c\u308a\u76f4\u3057\u307e\u3059\u3002\u9055\u3046\u9805\u76ee\u306f\u6b21\u306e\u898f\u5247\u3067\u4f5c\u308a\u307e\u3059\u3002\n\n| \u6bd4\u3079\u308b\u9805\u76ee | \u9055\u3046\u3068\u304d\u306e\u6587 |\n|:--|:--|\n| `model_norm` | \u578b\u5f0f\u306e\u672b\u5c3e\u304c\u9055\u3044\u307e\u3059\uff08\u76f8\u8ac7\uff1a\u301c\uff0f\u8a18\u9332\uff1a\u301c\uff09 |\n| `gas` | \u30ac\u30b9\u306e\u7a2e\u985e\u304c\u9055\u3044\u307e\u3059\uff08\u76f8\u8ac7\uff1a\u301c\uff0f\u8a18\u9332\uff1a\u301c\uff09 |\n| `power` | \u96fb\u6e90\u304c\u9055\u3044\u307e\u3059\uff08\u76f8\u8ac7\uff1a\u301c\uff0f\u8a18\u9332\uff1a\u301c\uff09 |\n| \u3069\u3061\u3089\u304b\u304c `unknown` | \u301c\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002\u78ba\u304b\u3081\u3066\u304b\u3089\u6bd4\u3079\u3066\u304f\u3060\u3055\u3044 |\n\n**4\u884c\u76ee\u304c\u5927\u4e8b\u3067\u3059\u3002** \u76f8\u8ac7\u306e\u5074\u304b\u8a18\u9332\u306e\u5074\u306e\u3069\u3061\u3089\u304b\u304c `unknown` \u306a\u3089\u3001**\u300c\u540c\u3058\u300d\u3068\u3082\u300c\u9055\u3046\u300d\u3068\u3082\u51fa\u3055\u305a\u3001\u78ba\u304b\u3081\u308b\u70b9\u3068\u3057\u3066\u51fa\u3057\u307e\u3059\u3002**\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u8ca9\u58f2\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f | \u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057\uff08\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 | \u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332 |\n| Amazon OpenSearch Service | Lambda \u304b\u3089\u306e\u767b\u9332\u30fb\u691c\u7d22 | \u8a18\u9332\u306e\u7d22\u5f15\u3001\u7cfb\u7d71\u3068\u5e74\u5f0f\u3068\u6642\u671f\u306e\u8fd1\u3055 |\n| Amazon Bedrock | Converse API\uff08Claude\uff09 | \u8aad\u307f\u66ff\u3048\u3068\u5019\u88dc\u306e\u8868 |\n| \u8cb7\u53d6\u306e\u62c5\u5f53\u306e\u753b\u9762 | \u793e\u5185\u306e\u753b\u9762 | \u76f8\u8ac7\u306e\u8cbc\u308a\u4ed8\u3051\u3001\u5019\u88dc\u3068\u9055\u3046\u70b9\u3001\u6c7a\u3081\u305f\u984d\u306e\u8a18\u9332 |\n\n**\u6c7a\u3081\u305f\u8cb7\u53d6\u306e\u984d\u306f\u3001\u753b\u9762\u3067\u300c\u898b\u305f\u8a18\u9332\u306e\u756a\u53f7\u300d\u3068\u4e00\u7dd2\u306b S3 \u306b\u6b8b\u3057\u307e\u3059\u3002** \u898b\u7a4d\u306e\u9001\u4ed8\u3068\u5e33\u7c3f\u3078\u306e\u8a18\u8f09\u306f\u3001\u62c5\u5f53\u304c\u3044\u3064\u3082\u306e\u624b\u9806\u3067\u884c\u3044\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n1. **\u8aad\u307f\u66ff\u3048\u3092\u898b\u308b** \u2026 \u578b\u5f0f\u30fb\u88fd\u9020\u5e74\u30fb\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u304c\u3001\u9298\u677f\u306e\u5199\u771f\u306e\u3068\u304a\u308a\u306b\u53d6\u308a\u51fa\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n2. **\u9055\u3046\u70b9\u3092\u898b\u308b** \u2026 \u30ac\u30b9\u306e\u7a2e\u985e\u3068\u96fb\u6e90\u304c\u9055\u3046\u5019\u88dc\u306f\u3001\u5024\u306e\u53c2\u8003\u306b\u3068\u3069\u3081\u307e\u3059\n3. **\u72b6\u614b\u3092\u898b\u308b** \u2026 \u76f8\u8ac7\u306e\u5199\u771f\u3067\u3001\u50b7\u307f\u30fb\u3055\u3073\u30fb\u6249\u306e\u30d1\u30c3\u30ad\u30f3\u306a\u3069\u3092\u78ba\u304b\u3081\u307e\u3059\n4. **\u58f2\u308c\u308b\u307e\u3067\u306e\u65e5\u6570\u3092\u898b\u308b** \u2026 \u8fd1\u3044\u6a5f\u5668\u304c\u9577\u304f\u58f2\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u5009\u5eab\u306e\u7a7a\u304d\u3068\u5408\u308f\u305b\u3066\u984d\u3092\u8003\u3048\u307e\u3059\n5. **\u984d\u3092\u6c7a\u3081\u3066\u6b8b\u3059** \u2026 \u898b\u305f\u8a18\u9332\u306e\u756a\u53f7\u3068\u3001\u984d\u3092\u6c7a\u3081\u305f\u7406\u7531\u3092\u6b8b\u3057\u307e\u3059\n\n**1\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u9298\u677f\u306e\u5199\u771f\u306e\u8aad\u307f\u9055\u3044\u306f\u3001\u578b\u5f0f\u306e1\u6587\u5b57\u306e\u9055\u3044\u3067\u5225\u306e\u7cfb\u7d71\u306e\u8a18\u9332\u3092\u5f15\u304d\u307e\u3059\u3002**\u578b\u5f0f\u304c\u7cfb\u7d71\u306e\u8868\u306b\u5f53\u305f\u3089\u306a\u304b\u3063\u305f\u3068\u304d\u306f\u3001\u307e\u305a\u9298\u677f\u3092\u8aad\u307f\u76f4\u3057\u307e\u3059\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u578b\u5f0f\u304c\u7cfb\u7d71\u306e\u898f\u5247\u306b\u5f53\u305f\u3089\u306a\u3044 | `family` \u3092\u7a7a\u306b\u3057\u3001`prefix` \u3067\u5148\u982d\u306e\u6570\u6587\u5b57\u304b\u3089\u5f15\u304f\u3002\u7cfb\u7d71\u306e\u8868\u306b\u8db3\u3059\u5019\u88dc\u3068\u3057\u3066\u8a18\u9332\u3059\u308b |\n| \u540c\u3058\u7cfb\u7d71\u306e\u8a18\u9332\u304c0\u4ef6 | \u54c1\u76ee\u3068\u30e1\u30fc\u30ab\u30fc\u3060\u3051\u3067\u5f15\u3044\u305f\u4ef6\u6570\u3068\u3001\u88fd\u9020\u5e74\u306e\u8fd1\u3044\u8a18\u9332\u3092\u793a\u3059 |\n| \u88fd\u9020\u5e74\u304c\u5206\u304b\u3089\u306a\u3044 | \u5e74\u5f0f\u306e\u8fd1\u3055\u3092\u4f7f\u308f\u305a\u306b\u5f15\u304d\u3001\u300c\u5e74\u5f0f\u4e0d\u660e\u300d\u3068\u3057\u3066\u51fa\u3059\u3002\u9298\u677f\u306e\u8aad\u307f\u76f4\u3057\u3092\u78ba\u304b\u3081\u308b\u70b9\u306b\u5165\u308c\u308b |\n| \u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u304c\u5206\u304b\u3089\u306a\u3044 | `unknown` \u3068\u3057\u3066\u78ba\u304b\u3081\u308b\u70b9\u306b\u5165\u308c\u3001\u9055\u3046\u9805\u76ee\u306f\u51fa\u3055\u306a\u3044 |\n| \u8fd1\u3044\u8a18\u9332\u304c\u3059\u3079\u3066\u672a\u8ca9\u58f2 | \u672a\u8ca9\u58f2\u306e\u53f0\u6570\u3068\u3001\u8cb7\u53d6\u304b\u3089\u306e\u65e5\u6570\u3092\u793a\u3059 |\n| AI\u306e\u91d1\u984d\u304c\u7d22\u5f15\u3068\u5408\u308f\u306a\u3044 | \u7d22\u5f15\u306e\u5024\u3067\u7f6e\u304d\u63db\u3048\u3001\u7f6e\u304d\u63db\u3048\u305f\u3053\u3068\u3092\u8a18\u9332\u3059\u308b |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c\u8fd4\u3089\u306a\u3044 | \u5019\u88dc\u306e\u4e00\u89a7\u3068\u9055\u3046\u9805\u76ee\u3060\u3051\u3092\u51fa\u3057\u3001\u8868\u306f\u62c5\u5f53\u304c\u898b\u308b |\n\n**5\u884c\u76ee\u306f\u76f8\u5834\u306e\u5146\u3057\u306e\u884c\u3067\u3059\u3002** \u8fd1\u3044\u6a5f\u5668\u304c\u5009\u5eab\u3067\u58f2\u308c\u6b8b\u3063\u3066\u3044\u308c\u3070\u3001\u904e\u53bb\u306e\u8ca9\u58f2\u984d\u3088\u308a\u4eca\u306e\u9700\u8981\u306f\u5f31\u3044\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u76f8\u8ac7\u3054\u3068\u306e\u3001\u76f8\u8ac7\u306e\u6587\uff08\u5e97\u306e\u540d\u524d\u3092\u4f0f\u305b\u305f\u3082\u306e\uff09\u30011\u56de\u76ee\u306e JSON\u3001\u62c5\u5f53\u304c\u76f4\u3057\u305f\u7b87\u6240\n- \u691c\u7d22\u306e\u6761\u4ef6\u3001\u5019\u88dc\u3001\u9055\u3046\u9805\u76ee\u3068\u7167\u5408\u306e\u7d50\u679c\n- AI\u306e\u6570\u5b57\u3092\u7d22\u5f15\u306e\u5024\u3067\u7f6e\u304d\u63db\u3048\u305f\u8a18\u9332\n- **\u62c5\u5f53\u304c\u6c7a\u3081\u305f\u8cb7\u53d6\u306e\u984d\u3068\u3001\u898b\u305f\u8a18\u9332\u306e\u756a\u53f7\u3001\u984d\u3092\u6c7a\u3081\u305f\u7406\u7531**\n- \u7cfb\u7d71\u306e\u898f\u5247\u3068\u8a00\u3044\u63db\u3048\u306e\u8868\u3092\u898b\u76f4\u3057\u305f\u65e5\u3068\u62c5\u5f53\n\n**4\u3064\u76ee\u306f\u3001\u8cb7\u3044\u53d6\u3063\u305f\u6a5f\u5668\u304c\u58f2\u308c\u305f\u3068\u304d\u306b\u898b\u76f4\u3059\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u6c7a\u3081\u305f\u3068\u304d\u306b\u898b\u305f\u8a18\u9332\u3068\u3001\u5b9f\u969b\u306e\u8ca9\u58f2\u984d\u3068\u65e5\u6570\u3092\u4e26\u3079\u3089\u308c\u307e\u3059\u3002","minimal_setup":"1. \u5148\u6708\u306e\u8cb7\u53d6\u306e\u76f8\u8ac7\u304b\u308930\u70b9\u3092\u9078\u3076\uff08\u51b7\u8535\u5eab\u30fb\u88fd\u6c37\u6a5f\u30fb\u98df\u5668\u6d17\u6d44\u6a5f\u30fb\u30ac\u30b9\u6a5f\u5668\u3092\u6df7\u305c\u308b\uff09\n2. \u305d\u308c\u305e\u308c\u306b\u3064\u3044\u3066\u3001\u62c5\u5f53\u304c\u5f53\u6642\u601d\u3044\u6d6e\u304b\u3079\u305f\u8fd1\u3044\u6a5f\u5668\u3068\u3001\u6c7a\u3081\u305f\u8cb7\u53d6\u306e\u984d\u3092\u66f8\u304d\u51fa\u3059\n3. \u904e\u53bb\u306e\u8a18\u9332\u3092\u8868\u8a08\u7b97\u306b\u66f8\u304d\u51fa\u3057\u3001\u578b\u5f0f\u3092\u305d\u308d\u3048\u305f\u5217\u3068\u7cfb\u7d71\u306e\u5217\u3092\u95a2\u6570\u3067\u4f5c\u308b\n4. 30\u70b9\u306e\u76f8\u8ac7\u3092\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u8cbc\u308a\u3001\u300c\u578b\u5f0f\u30fb\u88fd\u9020\u5e74\u30fb\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u3057\u91cf\u3089\u305a\u3001\u8cb7\u53d6\u306e\u984d\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\uff08**\u5e97\u306e\u540d\u524d\u306f\u4f0f\u305b\u3066\u304b\u3089\u8cbc\u308a\u307e\u3059**\uff09\n5. \u53d6\u308a\u51fa\u3057\u305f\u578b\u5f0f\u3092\u305d\u308d\u3048\u3066\u8868\u8a08\u7b97\u306e\u7cfb\u7d71\u306e\u5217\u3092\u5f15\u304d\u3001\u5f53\u6642\u306e\u62c5\u5f53\u304c\u601d\u3044\u6d6e\u304b\u3079\u305f\u6a5f\u5668\u304c\u51fa\u3066\u304f\u308b\u304b\u3092\u898b\u308b\n6. \u30ac\u30b9\u306e\u7a2e\u985e\u3068\u96fb\u6e90\u306e\u5217\u304c\u7a7a\u306e\u8a18\u9332\u304c\u3069\u308c\u3060\u3051\u3042\u308b\u304b\u3092\u6570\u3048\u308b\n\n**6\u756a\u76ee\u3067\u7a7a\u304c\u591a\u3051\u308c\u3070\u3001\u8a18\u9332\u306e\u30e1\u30e2\u306e\u6574\u3048\u65b9\u304c\u5148\u3067\u3059\u3002**\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u5f53\u6642\u306e\u6a5f\u5668\u304c\u898b\u3064\u304b\u308a\u3001\u9055\u3046\u70b9\u3082\u4e26\u3079\u3089\u308c\u305f | **OpenSearch \u306e\u7d22\u5f15\u306b\u9032\u3080** |\n| \u88fd\u9020\u5e74\u3084\u30ac\u30b9\u306e\u7a2e\u985e\u3092\u63a8\u3057\u91cf\u3063\u305f\u30fb\u984d\u3092\u66f8\u3044\u305f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u578b\u5f0f\u3084\u88fd\u9020\u5e74\u304c\u8a18\u9332\u306b\u7121\u3044\u3082\u306e\u304c\u591a\u3044 | **\u8ca9\u58f2\u306e\u7ba1\u7406\u306e\u8a18\u9332\u306e\u6574\u5099\u304c\u5148** |","minimal_setup_short":"\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u3067\u76f8\u8ac7\u3092\u8aad\u307f\u66ff\u3048\u3001\u8868\u8a08\u7b97\u3067\u578b\u5f0f\u3092\u305d\u308d\u3048\u305f\u7cfb\u7d71\u3092\u5f15\u304f \uff0f \u76f8\u8ac7\u306e\u6574\u7406","semi_auto_setup":"\u4e0a\u8a18\uff0bOpenSearch \u306b\u8a18\u9332\u306e\u7d22\u5f15\u3092\u4f5c\u308a\u3001\u7cfb\u7d71\u3068\u5e74\u5f0f\u3068\u6642\u671f\u306e\u8fd1\u3055\u3067\u4e26\u3079\u308b \uff0f \u8fd1\u3044\u6a5f\u5668\u306e\u691c\u7d22","full_setup":"\u4e0a\u8a18\uff0b\u9055\u3046\u9805\u76ee\u306e\u4f5c\u6210\u3001\u5019\u88dc\u306e\u8868\u3068\u7d22\u5f15\u306e\u5024\u3068\u306e\u7167\u5408\u3001\u6c7a\u3081\u305f\u984d\u306e\u8a18\u9332 \uff0f \u76f8\u8ac7\u304b\u3089\u5019\u88dc\u306e\u8868\u307e\u3067","level_note":"**\u534a\u81ea\u52d5\u5316\u3067\u30011\u70b912\u5206\u304c7\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u8fd1\u3044\u6a5f\u5668\u306e\u9078\u3073\u51fa\u3057\u306f\u307b\u307c\u306a\u304f\u306a\u308a\u307e\u3059\u304c\u3001\u30ac\u30b9\u306e\u7a2e\u985e\u3068\u96fb\u6e90\u306e\u898b\u6bd4\u3079\u3068\u898b\u7a4d\u306e\u4f5c\u6210\u304c\u6b8b\u308a\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u30674\u5206\u306b\u306a\u308a\u3001\u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002**\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u30921\u304b\u6708\u4f7f\u3046\u3068\u3001\u3069\u306e\u30e1\u30fc\u30ab\u30fc\u306e\u578b\u5f0f\u304c\u7cfb\u7d71\u306e\u898f\u5247\u306b\u5f53\u305f\u3089\u306a\u3044\u304b\u304c\u6b8b\u308a\u307e\u3059\u3002**\u898f\u5247\u3092\u6574\u3048\u3066\u304b\u3089\u672c\u683c\u69cb\u6210\u306b\u9032\u3080\u307b\u3046\u304c\u3001\u5019\u88dc\u304c\u78ba\u304b\u306b\u306a\u308a\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u540c\u3058\u578b\u5f0f\u304c\u66f8\u304d\u65b9\u306e\u9055\u3044\u3067\u6f0f\u308c\u308b | normalizer \u3067\u305d\u308d\u3048\u3001\u691c\u7d22\u306e\u5024\u3082\u540c\u3058\u95a2\u6570\u3067\u305d\u308d\u3048\u308b |\n| `prefix` \u304c\u5b9f\u884c\u3055\u308c\u306a\u3044 | `search.allow_expensive_queries` \u3092\u78ba\u304b\u3081\u3001\u7cfb\u7d71\u3092\u53d6\u308a\u8fbc\u307f\u6642\u306b\u5207\u308a\u51fa\u3057\u3066 `term` \u3067\u5f15\u304f |\n| \u88fd\u9020\u5e74\u306e\u5206\u304b\u3089\u306a\u3044\u8a18\u9332\u304c\u4e0a\u4f4d\u306b\u6765\u308b | \u6e1b\u8870\u95a2\u6570\u306f\u9805\u76ee\u306e\u7121\u3044\u6587\u66f8\u306b1\u70b9\u3092\u8fd4\u3059\u3002`exists` \u3067\u7d5e\u308a\u3001\u5e74\u5f0f\u4e0d\u660e\u306f\u5225\u306b\u6570\u3048\u308b |\n| \u30ac\u30b9\u306e\u7a2e\u985e\u304c\u9055\u3046\u6a5f\u5668\u304c\u540c\u3058\u5019\u88dc\u306b\u4e26\u3076 | \u9055\u3046\u9805\u76ee\u3068\u3057\u3066\u5fc5\u305a\u51fa\u3059\u3002\u672b\u5c3e\u304c\u533a\u5206\u3092\u8868\u3059\u30e1\u30fc\u30ab\u30fc\u306f\u7cfb\u7d71\u306b\u542b\u3081\u306a\u3044 |\n| `unknown` \u3092\u540c\u3058\u3068\u307f\u306a\u3057\u3066\u6bd4\u3079\u308b | `unknown` \u306f\u78ba\u304b\u3081\u308b\u70b9\u306b\u56de\u3057\u3001\u9055\u3046\u9805\u76ee\u3092\u51fa\u3055\u306a\u3044 |\n| AI\u304c\u8cb7\u53d6\u306e\u984d\u3092\u66f8\u304f | \u984d\u3092\u66f8\u304b\u305b\u306a\u3044\u3002\u7167\u5408\u3067\u6b62\u3081\u308b |\n\n**\u4e0a\u306e3\u884c\u306f\u3001\u691c\u7d22\u304c\u304d\u308c\u3044\u306b\u52d5\u3044\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u3066\u8d77\u304d\u308b\u5931\u6557\u3067\u3059\u3002** \u3069\u308c\u3082\u5019\u88dc\u304c\u51fa\u306a\u3044\u304b\u3001\u5408\u308f\u306a\u3044\u5019\u88dc\u304c\u4e0a\u306b\u6765\u308b\u5f62\u3067\u8d77\u304d\u307e\u3059\u3002**\u7b2c8\u7ae0\u306e30\u70b9\u3067\u3001\u5f53\u6642\u306e\u62c5\u5f53\u304c\u601d\u3044\u6d6e\u304b\u3079\u305f\u6a5f\u5668\u304c\u51fa\u3066\u304f\u308b\u304b\u3092\u5fc5\u305a\u898b\u3066\u304f\u3060\u3055\u3044\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u98f2\u98df\u5e97\u304b\u3089\u306e\u8cb7\u53d6\u306e\u76f8\u8ac7\u3001\u904e\u53bb\u306e\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332\uff08\u54c1\u76ee\u30fb\u578b\u5f0f\u30fb\u91d1\u984d\u30fb\u65e5\u4ed8\uff09\u3067\u3059\u3002**\u8cb7\u53d6\u306e\u8a18\u9332\u306e\u5143\u306b\u306f\u3001\u53e4\u7269\u306e\u5e33\u7c3f\u3068\u3057\u3066\u58f2\u308a\u624b\u306e\u4f4f\u6240\u30fb\u6c0f\u540d\u30fb\u8077\u696d\u30fb\u5e74\u9f62\u304c\u4ed8\u3044\u3066\u3044\u307e\u3059\u3002**\n\n1. **\u58f2\u308a\u624b\u306e\u60c5\u5831\u3092\u5916\u3059** \u2026 \u53e4\u7269\u306e\u5e33\u7c3f\u306e\u76f8\u624b\u65b9\u306e\u60c5\u5831\u306f\u3001\u7d22\u5f15\u306b\u3082 Claude \u306b\u3082\u5165\u308c\u307e\u305b\u3093\u3002**\u7d22\u5f15\u306b\u5165\u308c\u308b\u306e\u306f\u54c1\u76ee\u30fb\u7279\u5fb4\u30fb\u91d1\u984d\u30fb\u65e5\u4ed8\u3060\u3051\u306b\u3057\u307e\u3059**\n2. **\u5e33\u7c3f\u306f\u5e33\u7c3f\u3068\u3057\u3066\u6b8b\u3059** \u2026 \u53e4\u7269\u55b6\u696d\u6cd5\u306e\u7b2c16\u6761\u306e\u5e33\u7c3f\u7b49\u3078\u306e\u8a18\u8f09\u306f\u3001\u3053\u306e\u69cb\u6210\u306e\u7d22\u5f15\u3067\u4ee3\u3048\u307e\u305b\u3093\u3002**\u3044\u3064\u3082\u306e\u5e33\u7c3f\u306e\u624b\u9806\u3067\u8a18\u8f09\u3057\u3001\u8a18\u9332\u3057\u307e\u3059**\n3. **\u8cb7\u53d6\u306e\u984d\u3092\u6c7a\u3081\u3055\u305b\u306a\u3044** \u2026 \u753b\u9762\u306b\u51fa\u3059\u306e\u306f\u8a18\u9332\u306e\u5024\u3068\u9055\u3046\u9805\u76ee\u307e\u3067\u3067\u3059\n4. **\u5b89\u5168\u3068\u8a2d\u7f6e\u306e\u5224\u65ad\u3092\u3057\u306a\u3044** \u2026 \u30ac\u30b9\u6a5f\u5668\u304c\u4f7f\u3048\u308b\u304b\u3001\u8a2d\u7f6e\u5148\u306e\u30ac\u30b9\u306e\u7a2e\u985e\u3084\u96fb\u6e90\u306b\u5408\u3046\u304b\u306f\u3001\u8cc7\u683c\u306e\u3042\u308b\u696d\u8005\u3068\u8cb7\u53d6\u306e\u62c5\u5f53\u304c\u78ba\u304b\u3081\u307e\u3059\u3002**AI\u306e\u6587\u306b\u66f8\u304b\u305b\u307e\u305b\u3093**\n5. **\u7d22\u5f15\u3078\u306e\u63a5\u7d9a\u3092\u9650\u308b** \u2026 OpenSearch \u306e\u30c9\u30e1\u30a4\u30f3\u306b\u306f\u3001Lambda \u3068\u8cb7\u53d6\u306e\u62c5\u5f53\u306e\u753b\u9762\u3060\u3051\u304c\u63a5\u7d9a\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\n6. **\u6c7a\u3081\u305f\u6839\u62e0\u3092\u6b8b\u3059** \u2026 \u898b\u305f\u8a18\u9332\u306e\u756a\u53f7\u3068\u984d\u3092\u6c7a\u3081\u305f\u7406\u7531\u3092\u6b8b\u3057\u307e\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u30ac\u30b9\u306e\u7a2e\u985e\u3084\u96fb\u6e90\u306e\u9055\u3046\u6a5f\u5668\u306e\u5024\u3067\u898b\u7a4d\u3082\u308b\u3053\u3068\u3001AI\u306e\u6587\u306e\u91d1\u984d\u3092\u6839\u62e0\u306b\u3059\u308b\u3053\u3068\u3001\u58f2\u308a\u624b\u306e\u60c5\u5831\u304c\u7d22\u5f15\u306b\u5165\u308b\u3053\u3068\u306e3\u3064\u3067\u3059\u3002** \u9055\u3046\u9805\u76ee\u306e\u898f\u5247\u3068 `unknown` \u306e\u6271\u3044\u3001\u7d22\u5f15\u306e\u5024\u3068\u306e\u7167\u5408\u3001\u53d6\u308a\u8fbc\u307f\u306e\u9805\u76ee\u306e\u9650\u5b9a\u3067\u9632\u304e\u307e\u3059\u3002","recommended_for":"\u51b7\u8535\u5eab\u30fb\u88fd\u6c37\u6a5f\u30fb\u98df\u5668\u6d17\u6d44\u6a5f\u30fb\u30d5\u30e9\u30a4\u30e4\u30fc\u30fb\u30ac\u30b9\u30ec\u30f3\u30b8\u306a\u3069\u306e\u4e2d\u53e4\u306e\u53a8\u623f\u6a5f\u5668\u3092\u8cb7\u3044\u53d6\u3063\u3066\u8ca9\u58f2\u3057\u3001\u8cb7\u53d6\u306e\u76f8\u8ac7\u304c\u6bce\u6708\u6570\u767e\u70b9\u3042\u308b\u8cb7\u53d6\u5e97\u3002\u904e\u53bb\u306e\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332\u306f\u8ca9\u58f2\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306b\u6b8b\u3063\u3066\u3044\u308b\u306e\u306b\u3001\u578b\u5f0f\u306e\u66f8\u304d\u65b9\u304c\u3070\u3089\u3070\u3089\u3067\u3001\u8fd1\u3044\u6a5f\u5668\u306e\u5024\u3092\u63a2\u3059\u306e\u304c\u30d9\u30c6\u30e9\u30f3\u306e\u8a18\u61b6\u306b\u983c\u3063\u3066\u3044\u308b\u5834\u5408\u3002\u9589\u5e97\u306e\u76f8\u8ac7\u304c\u91cd\u306a\u308a\u3001\u898b\u7a4d\u3092\u8fd4\u3059\u307e\u3067\u306e\u65e5\u6570\u304c\u9577\u304f\u306a\u3063\u3066\u3044\u308b\u5834\u5408\u3002AWS \u3092\u4f7f\u3048\u308b\u62c5\u5f53\u304b\u59d4\u8a17\u5148\u304c\u3044\u308b\u5834\u5408\u3002","not_recommended_for":"\u6271\u3046\u6a5f\u5668\u304c\u6570\u5341\u306e\u578b\u5f0f\u306b\u9650\u3089\u308c\u3001\u62c5\u5f53\u304c\u5168\u90e8\u306e\u76f8\u5834\u3092\u899a\u3048\u3066\u3044\u308b\u5834\u5408\u3002\u904e\u53bb\u306e\u8a18\u9332\u306b\u578b\u5f0f\u3084\u88fd\u9020\u5e74\u304c\u5165\u3063\u3066\u304a\u3089\u305a\u3001\u54c1\u540d\u3068\u91d1\u984d\u3057\u304b\u7121\u3044\u5834\u5408\uff08\u5148\u306b\u8a18\u9332\u3092\u6574\u3048\u307e\u3059\uff09\u3002\u65b0\u54c1\u306e\u8ca9\u58f2\u304c\u4e2d\u5fc3\u3067\u3001\u8cb7\u53d6\u304c\u307b\u3068\u3093\u3069\u7121\u3044\u5834\u5408\u3002\u306a\u304a\u3001\u8cb7\u53d6\u306e\u984d\u3092\u6c7a\u3081\u308b\u3053\u3068\u3001\u6a5f\u5668\u304c\u5b89\u5168\u306b\u4f7f\u3048\u308b\u304b\u306e\u5224\u65ad\u3001\u30ac\u30b9\u6a5f\u5668\u306e\u8a2d\u7f6e\u3084\u63a5\u7d9a\u306e\u53ef\u5426\u306e\u5224\u65ad\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002\u904e\u53bb\u306e\u8a18\u9332\u304b\u3089\u8fd1\u3044\u6a5f\u5668\u3092\u63a2\u3057\u3001\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u308b\u307e\u3067\u3067\u3059\u3002","first_step":"**1\u9031\u76ee\uff1a\u8a18\u9332\u3092\u898b\u308b**\n\n\u904e\u53bb\u306e\u8a18\u9332\u3092\u66f8\u304d\u51fa\u3057\u3001\u578b\u5f0f\u30fb\u88fd\u9020\u5e74\u30fb\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u304c\u7a7a\u306e\u8a18\u9332\u3092\u6570\u3048\u307e\u3059\u3002**\u8cb7\u53d6\u306e\u591a\u3044\u4e0a\u4f4d10\u793e\u306b\u3064\u3044\u3066\u3001\u578b\u5f0f\u306e\u672b\u5c3e\u304c\u4f55\u3092\u8868\u3059\u304b\u3092\u8cb7\u53d6\u306e\u62c5\u5f53\u3067\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002**\n\n**2\u9031\u76ee\uff1a30\u70b9\u3067\u8a66\u3059**\n\n\u7b2c8\u7ae0\u306e\u3068\u304a\u308a\u3001\u5148\u6708\u306e\u76f8\u8ac730\u70b9\u3067\u3001\u5f53\u6642\u306e\u62c5\u5f53\u304c\u601d\u3044\u6d6e\u304b\u3079\u305f\u6a5f\u5668\u304c\u51fa\u3066\u304f\u308b\u304b\u3092\u898b\u307e\u3059\u3002**\u88fd\u9020\u5e74\u3084\u30ac\u30b9\u306e\u7a2e\u985e\u3092\u63a8\u3057\u91cf\u3063\u3066\u3044\u306a\u3044\u304b\u3001\u984d\u3092\u66f8\u3044\u3066\u3044\u306a\u3044\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u7cfb\u7d71\u306e\u898f\u5247\u3068\u8a00\u3044\u63db\u3048\u306e\u8868\u3092\u4f5c\u308b**\n\n\u4e0a\u4f4d10\u793e\u306e\u7cfb\u7d71\u306e\u898f\u5247\u3068\u3001\u30ac\u30b9\u306e\u7a2e\u985e\u30fb\u96fb\u6e90\u306e\u8a00\u3044\u63db\u3048\u306e\u8868\u3092\u4f5c\u308a\u307e\u3059\u3002**\u672b\u5c3e\u304c\u96fb\u6e90\u3084\u30ac\u30b9\u306e\u7a2e\u985e\u3092\u8868\u3059\u30e1\u30fc\u30ab\u30fc\u3092\u4e00\u89a7\u306b\u3057\u3001\u7cfb\u7d71\u306b\u542b\u3081\u306a\u3044\u90e8\u5206\u3092\u6c7a\u3081\u307e\u3059\u3002**\n\n**4\u9031\u76ee\uff1a\u7d22\u5f15\u3092\u4f5c\u308b**\n\nOpenSearch \u306b\u8a18\u9332\u306e\u7d22\u5f15\u3092\u4f5c\u308a\u3001\u7cfb\u7d71\u3068\u5e74\u5f0f\u3068\u6642\u671f\u306e\u8fd1\u3055\u3067\u5f15\u3051\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u3001\u9055\u3046\u9805\u76ee\u3068\u5019\u88dc\u306e\u8868\u306f\u4f7f\u3044\u307e\u305b\u3093\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u9055\u3046\u9805\u76ee\u306e\u898f\u5247\u3001\u5019\u88dc\u306e\u8868\u3068\u7167\u5408\u3001\u6c7a\u3081\u305f\u984d\u306e\u8a18\u9332\u3092\u8db3\u3057\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u7cfb\u7d71\u306e\u898f\u5247\u306b\u5f53\u305f\u3089\u306a\u304b\u3063\u305f\u578b\u5f0f\u306e\u6570\u3001\u5e74\u5f0f\u4e0d\u660e\u3067\u51fa\u305f\u4ef6\u6570\u3001\u9589\u5e97\u306e\u76f8\u8ac7\u306b\u898b\u7a4d\u3092\u8fd4\u3059\u307e\u3067\u306e\u65e5\u6570\u3092\u6bce\u6708\u6570\u3048\u307e\u3059\u3002**\u65b0\u3057\u3044\u62c5\u5f53\u304c\u3001\u30d9\u30c6\u30e9\u30f3\u3068\u540c\u3058\u8a18\u9332\u3092\u898b\u3066\u9055\u3046\u70b9\u3092\u78ba\u304b\u3081\u3001\u984d\u3092\u6c7a\u3081\u3066\u6839\u62e0\u3092\u6b8b\u305b\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0051","UC-1037","UC-1073","UC-1076"],"related_articles":[{"id":7612,"slug":"agentic-rag-tansaku","title":"\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u578b\u306eRAG\u3068\u306f\uff1f\uff5c\u4e00\u5ea6\u306e\u691c\u7d22\u3067\u8db3\u308a\u306a\u3044\u554f\u3044"},{"id":7351,"slug":"eigyo-ai-katsuyo-bamen","title":"\u55b6\u696d\u3067AI\u3092\u4f7f\u30465\u3064\u306e\u5834\u9762\uff5c\u4efb\u305b\u65b9\u3067\u6210\u679c\u304c\u5909\u308f\u308b"},{"id":6077,"slug":"event-kouzouka-data","title":"\u50ac\u3057\u306e\u60c5\u5831\u3092\u691c\u7d22\u306b\u51fa\u30595\u5de5\u7a0b\uff5c\u4e2d\u6b62\u3068\u5ef6\u671f\u306e\u4f1d\u3048\u65b9"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| \u53e4\u7269\u55b6\u696d\u6cd5\u306e\u7b2c16\u6761\u3067\u3001\u53e4\u7269\u5546\u304c\u53e4\u7269\u3092\u53d7\u3051\u53d6\u308a\u53c8\u306f\u5f15\u304d\u6e21\u3057\u305f\u3068\u304d\u306b\u3001\u53d6\u5f15\u306e\u5e74\u6708\u65e5\u3001\u53e4\u7269\u306e\u54c1\u76ee\u53ca\u3073\u6570\u91cf\u3001\u53e4\u7269\u306e\u7279\u5fb4\u3001\u76f8\u624b\u65b9\u306e\u4f4f\u6240\u30fb\u6c0f\u540d\u30fb\u8077\u696d\u30fb\u5e74\u9f62\u306a\u3069\u3092\u5e33\u7c3f\u7b49\u306b\u8a18\u8f09\u3057\u3001\u53c8\u306f\u96fb\u78c1\u7684\u65b9\u6cd5\u306b\u3088\u308a\u8a18\u9332\u3057\u3066\u304a\u304b\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3053\u3068 | [e-Gov \u6cd5\u4ee4API: \u53e4\u7269\u55b6\u696d\u6cd5](https:\/\/laws.e-gov.go.jp\/api\/2\/law_data\/324AC0000000108) | 2026-10-28 |\n| normalizer \u304c1\u3064\u306e\u30c8\u30fc\u30af\u30f3\u3060\u3051\u3092\u51fa\u3057\u3001\u6587\u5b57\u5358\u4f4d\u306e\u64cd\u4f5c\u3092\u3059\u308b\u30d5\u30a3\u30eb\u30bf\u30fc\u3060\u3051\u3092\u6301\u3066\u308b\u3053\u3068\u3002\u6587\u5b57\u30d5\u30a3\u30eb\u30bf\u30fc\u306e `pattern_replace`\u30fb`mapping`\u3001\u30c8\u30fc\u30af\u30f3\u30d5\u30a3\u30eb\u30bf\u30fc\u306e `cjk_width`\u30fb`uppercase`\u30fb`trim` \u306a\u3069\u304c\u4f7f\u3048\u308b\u3053\u3068 | [OpenSearch: Normalizers](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_analyzers\/normalizers.md) | 2026-10-28 |\n| `prefix` \u304c\u9805\u76ee\u306e\u8a9e\u304c\u6307\u5b9a\u3057\u305f\u5148\u982d\u306e\u6587\u5b57\u5217\u3067\u59cb\u307e\u308b\u6587\u66f8\u3092\u63a2\u3059\u3053\u3068\u3002`search.allow_expensive_queries` \u304c `false` \u3060\u3068\u5b9f\u884c\u3055\u308c\u305a\u3001`index_prefixes` \u3092\u6709\u52b9\u306b\u3057\u3066\u3044\u308c\u3070\u6700\u9069\u5316\u3057\u305f\u691c\u7d22\u306b\u306a\u308b\u3053\u3068 | [OpenSearch: Prefix query](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_query-dsl\/term\/prefix.md) | 2026-10-28 |\n| \u6e1b\u8870\u95a2\u6570\uff08`gauss` \u306a\u3069\uff09\u304c\u6570\u5024\u30fb\u65e5\u4ed8\u306e\u9805\u76ee\u306b\u4f7f\u3048\u3001`origin`\u30fb`offset`\u30fb`scale`\u30fb`decay` \u3067\u70b9\u6570\u3092\u6c7a\u3081\u308b\u3053\u3068\u3002\u9805\u76ee\u306e\u7121\u3044\u6587\u66f8\u306b1\u70b9\u3092\u8fd4\u3059\u3053\u3068 | [OpenSearch: Function score query](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_query-dsl\/compound\/function-score.md) | 2026-10-28 |\n| `bool` \u306e `filter` \u306e\u53e5\u304c\u4e00\u81f4\u3059\u308b\u304b\u3060\u3051\u3092\u6c7a\u3081\u3066\u70b9\u6570\u306b\u52a0\u308f\u3089\u305a\u3001`should` \u306e\u53e5\u304c\u4e00\u81f4\u3059\u308b\u3068\u70b9\u6570\u304c\u52a0\u308f\u308b\u3053\u3068 | [OpenSearch: Boolean query](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_query-dsl\/compound\/bool.md) | 2026-10-28 |\n| Converse API \u306e `outputConfig.textFormat` \u3067 JSON \u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u3063\u305f\u51fa\u529b\u304c\u5f97\u3089\u308c\u3001`enum` \u304c\u4f7f\u3048\u308b\u3053\u3068\u3002`additionalProperties: false` \u304c\u8981\u308b\u3053\u3068\u3002\u6570\u5024\u306e `minimum`\u30fb`maximum` \u306b\u5bfe\u5fdc\u3057\u306a\u3044\u3053\u3068 | [AWS: Structured outputs\uff08Amazon Bedrock\uff09](https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/structured-output.html) | 2026-10-28 |\n\n**\u8cb7\u53d6\u306e\u984d\u3001\u6a5f\u5668\u306e\u5b89\u5168\u3068\u8a2d\u7f6e\u306e\u53ef\u5426\u3001\u53e4\u7269\u306e\u5e33\u7c3f\u306e\u6271\u3044\u306f\u3001\u8cb7\u53d6\u306e\u62c5\u5f53\u30fb\u8cc7\u683c\u306e\u3042\u308b\u696d\u8005\u30fb\u81ea\u793e\u306e\u6c7a\u307e\u308a\u306b\u6cbf\u3063\u3066\u5224\u65ad\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f\u4e0a\u8a18\u306e\u8cc7\u6599\u3067\u78ba\u8a8d\u3067\u304d\u305f\u7bc4\u56f2\u3060\u3051\u3092\u6271\u3063\u3066\u3044\u307e\u3059\u3002\n\n**\u5b9f\u88c5\u30b9\u30c6\u30fc\u30bf\u30b9\uff1a\u69cb\u6210\u4f8b\u3002** \u516c\u958b\u4ed5\u69d8\u306b\u57fa\u3065\u3044\u3066\u8a2d\u8a08\u3057\u305f\u69cb\u6210\u3067\u3042\u308a\u3001\u5f53\u793e\u3067\u5b9f\u969b\u306b\u69cb\u7bc9\u30fb\u691c\u8a3c\u3057\u305f\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5de5\u6570\u306e\u6570\u5024\u306f\u30e2\u30c7\u30eb\u6761\u4ef6\u306b\u3088\u308b\u8a66\u7b97\u3067\u3059\u3002","featured":false,"priority_score":50,"footnotes":""},"uc_ai_model":[126,123,122],"uc_ai_service":[127,130,132],"uc_automation":[],"uc_industry":[23,22,33],"uc_department":[38,50],"uc_task":[57,65],"uc_issue":[71,76,70],"uc_effect":[86,82,80],"uc_ai_function":[90],"class_list":["post-17204","ai_usecase","type-ai_usecase","status-publish","hentry","uc_ai_model-azure-openai","uc_ai_model-chatgpt","uc_ai_model-claude","uc_ai_service-azure-ai","uc_ai_service-vertex-ai","uc_ai_service-opensearch","uc_industry-ec","uc_industry-retail","uc_industry-restaurant","uc_department-sales","uc_department-procurement","uc_task-information-search","uc_task-comparison","uc_issue-short-staffed","uc_issue-slow-decision","uc_issue-person-dependent","uc_effect-decision-support","uc_effect-faster-response","uc_effect-deskilling","uc_ai_function-rag"],"_links":{"self":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase\/17204","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase"}],"about":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/types\/ai_usecase"}],"author":[{"embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/users\/5"}],"version-history":[{"count":0,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase\/17204\/revisions"}],"wp:attachment":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/media?parent=17204"}],"wp:term":[{"taxonomy":"uc_ai_model","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_model?post=17204"},{"taxonomy":"uc_ai_service","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_service?post=17204"},{"taxonomy":"uc_automation","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_automation?post=17204"},{"taxonomy":"uc_industry","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_industry?post=17204"},{"taxonomy":"uc_department","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_department?post=17204"},{"taxonomy":"uc_task","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_task?post=17204"},{"taxonomy":"uc_issue","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_issue?post=17204"},{"taxonomy":"uc_effect","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_effect?post=17204"},{"taxonomy":"uc_ai_function","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_function?post=17204"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}